https://sukruyusufkaya.com/glossary 2026-05-25T17:21:23.854Z weekly 0.75 https://sukruyusufkaya.com/en/glossary 2026-05-25T17:21:23.854Z weekly 0.65 https://sukruyusufkaya.com/glossary/popular 2026-05-25T17:21:23.854Z daily 0.50 https://sukruyusufkaya.com/en/glossary/popular 2026-05-25T17:21:23.854Z daily 0.40 https://sukruyusufkaya.com/glossary/compare 2026-05-25T17:21:23.854Z monthly 0.40 https://sukruyusufkaya.com/en/glossary/compare 2026-05-25T17:21:23.854Z monthly 0.30 https://sukruyusufkaya.com/glossary/category/yapay-zeka-temelleri 2026-04-01T17:51:51.991Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/yapay-zeka-temelleri 2026-04-01T17:51:51.991Z weekly 0.55 https://sukruyusufkaya.com/glossary/category/matematik-istatistik-optimizasyon 2026-04-01T17:51:51.992Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/matematik-istatistik-optimizasyon 2026-04-01T17:51:51.992Z weekly 0.55 https://sukruyusufkaya.com/glossary/category/veri-bilimi-ve-veri-yonetimi 2026-04-01T17:51:51.992Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/veri-bilimi-ve-veri-yonetimi 2026-04-01T17:51:51.992Z weekly 0.55 https://sukruyusufkaya.com/glossary/category/veri-muhendisligi-ve-ai-altyapisi 2026-04-01T17:51:51.992Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/veri-muhendisligi-ve-ai-altyapisi 2026-04-01T17:51:51.992Z weekly 0.55 https://sukruyusufkaya.com/glossary/category/makine-ogrenmesi 2026-04-01T17:51:51.992Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/makine-ogrenmesi 2026-04-01T17:51:51.992Z weekly 0.55 https://sukruyusufkaya.com/glossary/category/derin-ogrenme 2026-04-01T17:51:51.992Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/derin-ogrenme 2026-04-01T17:51:51.992Z weekly 0.55 https://sukruyusufkaya.com/glossary/category/dogal-dil-isleme 2026-04-01T17:51:51.992Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/dogal-dil-isleme 2026-04-01T17:51:51.992Z weekly 0.55 https://sukruyusufkaya.com/glossary/category/bilgisayarli-goru 2026-04-01T17:51:51.992Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/bilgisayarli-goru 2026-04-01T17:51:51.992Z weekly 0.55 https://sukruyusufkaya.com/glossary/category/ses-konusma-audio-ai 2026-04-01T17:51:51.993Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/ses-konusma-audio-ai 2026-04-01T17:51:51.993Z weekly 0.55 https://sukruyusufkaya.com/glossary/category/uretken-yapay-zeka-ve-llm 2026-04-01T17:51:51.993Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/uretken-yapay-zeka-ve-llm 2026-04-01T17:51:51.993Z weekly 0.55 https://sukruyusufkaya.com/glossary/category/rag-agent-ve-akilli-sistemler 2026-04-01T17:51:51.993Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/rag-agent-ve-akilli-sistemler 2026-04-01T17:51:51.993Z weekly 0.55 https://sukruyusufkaya.com/glossary/category/mlops-llmops-ai-engineering 2026-04-01T17:51:51.993Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/mlops-llmops-ai-engineering 2026-04-01T17:51:51.993Z weekly 0.55 https://sukruyusufkaya.com/glossary/category/model-degerlendirme-ve-benchmarking 2026-04-01T17:51:51.993Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/model-degerlendirme-ve-benchmarking 2026-04-01T17:51:51.993Z weekly 0.55 https://sukruyusufkaya.com/glossary/category/yapay-zeka-guvenligi 2026-04-01T17:51:51.993Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/yapay-zeka-guvenligi 2026-04-01T17:51:51.993Z weekly 0.55 https://sukruyusufkaya.com/glossary/category/etik-guvenilir-ai-ve-yonetisim 2026-04-01T17:51:51.993Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/etik-guvenilir-ai-ve-yonetisim 2026-04-01T17:51:51.993Z weekly 0.55 https://sukruyusufkaya.com/glossary/category/regulasyon-standartlar-ve-uyumluluk 2026-04-01T17:51:51.993Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/regulasyon-standartlar-ve-uyumluluk 2026-04-01T17:51:51.993Z weekly 0.55 https://sukruyusufkaya.com/glossary/category/ai-urun-yonetimi-ve-urunlestirme 2026-04-01T17:51:51.993Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/ai-urun-yonetimi-ve-urunlestirme 2026-04-01T17:51:51.993Z weekly 0.55 https://sukruyusufkaya.com/glossary/category/ai-stratejisi-ve-kurumsal-donusum 2026-04-01T17:51:51.993Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/ai-stratejisi-ve-kurumsal-donusum 2026-04-01T17:51:51.993Z weekly 0.55 https://sukruyusufkaya.com/glossary/category/otomasyon-agentic-is-akislari-ve-surec-iyilestirme 2026-04-01T17:51:51.993Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/otomasyon-agentic-is-akislari-ve-surec-iyilestirme 2026-04-01T17:51:51.993Z weekly 0.55 https://sukruyusufkaya.com/glossary/category/araclar-frameworkler-ve-teknoloji-ekosistemi 2026-04-01T17:51:51.993Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/araclar-frameworkler-ve-teknoloji-ekosistemi 2026-04-01T17:51:51.993Z weekly 0.55 https://sukruyusufkaya.com/glossary/category/arastirma-akademik-kavramlar-ve-bilimsel-metodoloji 2026-04-01T17:51:51.993Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/arastirma-akademik-kavramlar-ve-bilimsel-metodoloji 2026-04-01T17:51:51.993Z weekly 0.55 https://sukruyusufkaya.com/glossary/category/sektorel-yapay-zeka-uygulamalari 2026-04-01T17:51:51.993Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/sektorel-yapay-zeka-uygulamalari 2026-04-01T17:51:51.993Z weekly 0.55 https://sukruyusufkaya.com/glossary/category/yapay-zeka 2026-05-12T11:37:59.156Z weekly 0.65 https://sukruyusufkaya.com/en/glossary/category/yapay-zeka 2026-05-12T11:37:59.156Z weekly 0.55 https://sukruyusufkaya.com/glossary/text-to-image-generation 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Metinden%20G%C3%B6r%C3%BCnt%C3%BC%20%C3%9Cretimi&category=uretken-yapay-zeka-ve-llm Doğal dilde verilen istemlerden yeni görseller sentezleyen üretken model yaklaşımı. Metinden Görüntü Üretimi https://sukruyusufkaya.com/en/glossary/text-to-image-generation 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Text-to-Image%20Generation&category=uretken-yapay-zeka-ve-llm A generative modeling approach that synthesizes new images from natural language prompts. Text-to-Image Generation https://sukruyusufkaya.com/glossary/multimodal-transformer 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Multimodal%20Transformer&category=uretken-yapay-zeka-ve-llm Metin, görsel, ses veya video gibi farklı veri türlerini ortak attention mimarisi içinde işleyen model tasarımı. Multimodal Transformer https://sukruyusufkaya.com/en/glossary/multimodal-transformer 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Multimodal%20Transformer&category=uretken-yapay-zeka-ve-llm A model design that processes different data types such as text, images, audio, or video within a shared attention architecture. Multimodal Transformer https://sukruyusufkaya.com/glossary/uncertainty-calibration 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Belirsizlik%20Kalibrasyonu&category=uretken-yapay-zeka-ve-llm Model güveninin, gerçek doğruluk düzeyiyle daha uyumlu hale getirilmesini amaçlayan kalite yaklaşımı. Belirsizlik Kalibrasyonu https://sukruyusufkaya.com/en/glossary/uncertainty-calibration 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Uncertainty%20Calibration&category=uretken-yapay-zeka-ve-llm A quality approach aimed at making model confidence better aligned with actual correctness. Uncertainty Calibration https://sukruyusufkaya.com/glossary/abstention 2026-05-25T13:18:34.777Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%87ekimser%20Kalma&category=uretken-yapay-zeka-ve-llm Modelin emin olmadığı durumlarda kesin yanıt uydurmak yerine yanıt vermemeyi veya belirsizlik bildirmeyi seçmesi. Çekimser Kalma https://sukruyusufkaya.com/en/glossary/abstention 2026-05-25T13:18:34.777Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Abstention&category=uretken-yapay-zeka-ve-llm The ability of a model to avoid fabricating certainty and instead decline or express uncertainty when it is not confident. Abstention https://sukruyusufkaya.com/glossary/factuality 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Olgusall%C4%B1k&category=uretken-yapay-zeka-ve-llm Üretilen içeriğin gerçek dünya bilgisi, kaynak verisi veya doğrulanabilir gerçeklerle ne kadar uyumlu olduğunu ifade eden kalite boyutu. Olgusallık https://sukruyusufkaya.com/en/glossary/factuality 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Factuality&category=uretken-yapay-zeka-ve-llm A quality dimension describing how well generated content aligns with real-world facts, source data, or verifiable truth. Factuality https://sukruyusufkaya.com/glossary/hallucination 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Hallucination&category=uretken-yapay-zeka-ve-llm Modelin akıcı ama gerçekte desteklenmeyen veya yanlış içerik üretmesi durumu. Hallucination https://sukruyusufkaya.com/en/glossary/hallucination 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Hallucination&category=uretken-yapay-zeka-ve-llm The phenomenon in which a model generates fluent but unsupported or incorrect content. Hallucination https://sukruyusufkaya.com/glossary/reward-model 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96d%C3%BCl%20Modeli&category=uretken-yapay-zeka-ve-llm Model çıktılarının ne kadar tercih edilir olduğunu tahmin ederek hizalama sürecine sinyal sağlayan yardımcı model. Ödül Modeli https://sukruyusufkaya.com/en/glossary/reward-model 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Reward%20Model&category=uretken-yapay-zeka-ve-llm An auxiliary model that estimates how preferable generated outputs are and provides signals for alignment. Reward Model https://sukruyusufkaya.com/glossary/constitutional-ai 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Constitutional%20AI&category=uretken-yapay-zeka-ve-llm Model davranışını açık ilke setleri ve normatif kurallar üzerinden yönlendirmeye çalışan alignment yaklaşımı. Constitutional AI https://sukruyusufkaya.com/en/glossary/constitutional-ai 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Constitutional%20AI&category=uretken-yapay-zeka-ve-llm An alignment approach that tries to guide model behavior through explicit principle sets and normative rules. Constitutional AI https://sukruyusufkaya.com/glossary/direct-preference-optimization 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Do%C4%9Frudan%20Tercih%20Optimizasyonu&category=uretken-yapay-zeka-ve-llm Tercih çiftlerinden doğrudan öğrenerek hizalama yapmayı hedefleyen daha sade alignment yaklaşımı. Doğrudan Tercih Optimizasyonu https://sukruyusufkaya.com/en/glossary/direct-preference-optimization 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Direct%20Preference%20Optimization&category=uretken-yapay-zeka-ve-llm A simpler alignment approach that learns directly from preference pairs. Direct Preference Optimization https://sukruyusufkaya.com/glossary/reinforcement-learning-from-human-feedback 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C4%B0nsan%20Geri%20Bildiriminden%20Peki%C5%9Ftirmeli%20%C3%96%C4%9Frenme&category=uretken-yapay-zeka-ve-llm Model çıktısını insan tercihleriyle uyumlu hale getirmek için ödül sinyali kullanan alignment yaklaşımı. İnsan Geri Bildiriminden Pekiştirmeli Öğrenme https://sukruyusufkaya.com/en/glossary/reinforcement-learning-from-human-feedback 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Reinforcement%20Learning%20from%20Human%20Feedback&category=uretken-yapay-zeka-ve-llm An alignment approach that uses reward signals to make model outputs more consistent with human preferences. Reinforcement Learning from Human Feedback https://sukruyusufkaya.com/glossary/verification-loop 2026-05-25T17:03:19.553Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Do%C4%9Frulama%20D%C3%B6ng%C3%BCs%C3%BC&category=uretken-yapay-zeka-ve-llm Model çıktısını ek kontrol, kaynak tarama veya ikinci aşama denetimle doğrulamaya çalışan iş akışı deseni. Doğrulama Döngüsü https://sukruyusufkaya.com/en/glossary/verification-loop 2026-05-25T17:03:19.553Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Verification%20Loop&category=uretken-yapay-zeka-ve-llm A workflow pattern that attempts to validate model output through additional checks, source review, or second-stage verification. Verification Loop https://sukruyusufkaya.com/glossary/citation-grounding 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=At%C4%B1f%20Tabanl%C4%B1%20Grounding&category=uretken-yapay-zeka-ve-llm Üretilen yanıtın dayandığı kaynak parçalarını açık biçimde göstererek güvenilirliği artıran yaklaşım. Atıf Tabanlı Grounding https://sukruyusufkaya.com/en/glossary/citation-grounding 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Citation%20Grounding&category=uretken-yapay-zeka-ve-llm An approach that improves trust by explicitly showing the source passages supporting the generated answer. Citation Grounding https://sukruyusufkaya.com/glossary/tool-augmented-generation 2026-05-25T13:18:32.322Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ara%C3%A7%20Destekli%20%C3%9Cretim&category=uretken-yapay-zeka-ve-llm Modelin hesaplama, arama veya dış sistem çağrıları gibi araçları kullanarak daha doğru sonuç üretmesi yaklaşımı. Araç Destekli Üretim https://sukruyusufkaya.com/en/glossary/tool-augmented-generation 2026-05-25T13:18:32.322Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Tool-Augmented%20Generation&category=uretken-yapay-zeka-ve-llm An approach in which the model uses tools such as computation, search, or external system calls to produce more accurate results. Tool-Augmented Generation https://sukruyusufkaya.com/glossary/int4-quantization 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=INT4%20Nicemleme&category=uretken-yapay-zeka-ve-llm Modeli 4 bit hassasiyet düzeyine indirerek çok daha düşük bellek maliyeti sağlayan agresif nicemleme yaklaşımı. INT4 Nicemleme https://sukruyusufkaya.com/en/glossary/int4-quantization 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=INT4%20Quantization&category=uretken-yapay-zeka-ve-llm An aggressive quantization approach that reduces the model to 4-bit precision for much lower memory cost. INT4 Quantization https://sukruyusufkaya.com/glossary/int8-quantization 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=INT8%20Nicemleme&category=uretken-yapay-zeka-ve-llm Ağırlık ve bazen aktivasyonları 8 bit düzeyine indirerek dengeli verimlilik ve kalite sunan yaygın nicemleme biçimi. INT8 Nicemleme https://sukruyusufkaya.com/en/glossary/int8-quantization 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=INT8%20Quantization&category=uretken-yapay-zeka-ve-llm A common quantization form that reduces weights and sometimes activations to 8-bit precision for balanced efficiency and quality. INT8 Quantization https://sukruyusufkaya.com/glossary/quantization-aware-training 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Quantization%20Aware%20Training&category=uretken-yapay-zeka-ve-llm Modeli eğitim sırasında düşük hassasiyet koşullarına alıştırarak nicemleme sonrası kaliteyi korumaya çalışan yaklaşım. Quantization Aware Training https://sukruyusufkaya.com/en/glossary/quantization-aware-training 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Quantization%20Aware%20Training&category=uretken-yapay-zeka-ve-llm An approach that trains the model under low-precision conditions to preserve quality after quantization. Quantization Aware Training https://sukruyusufkaya.com/glossary/post-training-quantization 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=E%C4%9Fitim%20Sonras%C4%B1%20Nicemleme&category=uretken-yapay-zeka-ve-llm Önceden eğitilmiş modeli daha düşük bit hassasiyetine indirerek bellek ve hız avantajı sağlayan nicemleme yaklaşımı. Eğitim Sonrası Nicemleme https://sukruyusufkaya.com/en/glossary/post-training-quantization 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Post-Training%20Quantization&category=uretken-yapay-zeka-ve-llm A quantization approach that reduces a pretrained model to lower-bit precision to gain memory and speed benefits. Post-Training Quantization https://sukruyusufkaya.com/glossary/tensor-parallelism 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Tensor%20Paralelli%C4%9Fi&category=uretken-yapay-zeka-ve-llm Büyük model hesaplarını birden fazla cihaz arasında katman içi olarak bölerek inference ve eğitim ölçekleme sağlayan teknik. Tensor Paralelliği https://sukruyusufkaya.com/en/glossary/tensor-parallelism 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Tensor%20Parallelism&category=uretken-yapay-zeka-ve-llm A technique that scales inference and training by splitting large model computations across devices within layers. Tensor Parallelism https://sukruyusufkaya.com/glossary/continuous-batching 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=S%C3%BCrekli%20Batchleme&category=uretken-yapay-zeka-ve-llm Farklı zamanlarda gelen istekleri dinamik olarak aynı işlem akışına dahil ederek throughput artıran servis yaklaşımı. Sürekli Batchleme https://sukruyusufkaya.com/en/glossary/continuous-batching 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Continuous%20Batching&category=uretken-yapay-zeka-ve-llm A serving approach that increases throughput by dynamically merging requests arriving at different times into the same processing flow. Continuous Batching https://sukruyusufkaya.com/glossary/paged-attention 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Paged%20Attention&category=uretken-yapay-zeka-ve-llm KV cache belleğini daha verimli yöneten ve çoklu istek servisinde kaynak kullanımını iyileştiren dikkat yönetimi tekniği. Paged Attention https://sukruyusufkaya.com/en/glossary/paged-attention 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Paged%20Attention&category=uretken-yapay-zeka-ve-llm An attention-management technique that handles KV cache memory more efficiently and improves resource use under multi-request serving. Paged Attention https://sukruyusufkaya.com/glossary/speculative-decoding 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Speculative%20Decoding&category=uretken-yapay-zeka-ve-llm Küçük hızlı modelin önerilerini büyük modelle doğrulayarak üretim hızını artıran decoding yaklaşımı. Speculative Decoding https://sukruyusufkaya.com/en/glossary/speculative-decoding 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Speculative%20Decoding&category=uretken-yapay-zeka-ve-llm A decoding approach that speeds up generation by validating proposals from a smaller fast model with a larger model. Speculative Decoding https://sukruyusufkaya.com/glossary/kv-cache 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=KV%20Cache&category=uretken-yapay-zeka-ve-llm Önceki attention hesaplarını saklayarak otoregresif üretimde tekrar hesaplama maliyetini azaltan mekanizma. KV Cache https://sukruyusufkaya.com/en/glossary/kv-cache 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=KV%20Cache&category=uretken-yapay-zeka-ve-llm A mechanism that stores previous attention computations to reduce repeated work in autoregressive generation. KV Cache https://sukruyusufkaya.com/glossary/prefix-tuning 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Prefix%20Tuning&category=uretken-yapay-zeka-ve-llm Modelin iç dikkat yapısını küçük öğrenilebilir ön ek temsilleriyle yönlendiren PEFT tekniği. Prefix Tuning https://sukruyusufkaya.com/en/glossary/prefix-tuning 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Prefix%20Tuning&category=uretken-yapay-zeka-ve-llm A PEFT technique that steers the model’s internal attention behavior through small learnable prefix representations. Prefix Tuning https://sukruyusufkaya.com/glossary/adapters 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Adapter%20Katmanlar%C4%B1&category=uretken-yapay-zeka-ve-llm Ana modelin içine küçük ek modüller yerleştirerek görev uyarlaması sağlayan parametre verimli yaklaşım. Adapter Katmanları https://sukruyusufkaya.com/en/glossary/adapters 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Adapters&category=uretken-yapay-zeka-ve-llm A parameter-efficient approach that inserts small modules into the base model to enable task adaptation. Adapters https://sukruyusufkaya.com/glossary/qlora 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=QLoRA&category=uretken-yapay-zeka-ve-llm Nicemlenmiş temel model üzerinde LoRA uyarlaması yaparak düşük donanım maliyetiyle fine-tuning sağlayan yaklaşım. QLoRA https://sukruyusufkaya.com/en/glossary/qlora 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=QLoRA&category=uretken-yapay-zeka-ve-llm An approach that performs LoRA adaptation on a quantized base model to enable fine-tuning at lower hardware cost. QLoRA https://sukruyusufkaya.com/glossary/lora 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=LoRA&category=uretken-yapay-zeka-ve-llm Ağırlık güncellemelerini düşük dereceli matrislerle temsil ederek verimli ince ayar sağlayan popüler PEFT yöntemi. LoRA https://sukruyusufkaya.com/en/glossary/lora 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=LoRA&category=uretken-yapay-zeka-ve-llm A popular PEFT method that enables efficient fine-tuning by representing weight updates with low-rank matrices. LoRA https://sukruyusufkaya.com/glossary/parameter-efficient-fine-tuning 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Parameter%20Efficient%20Fine-Tuning&category=uretken-yapay-zeka-ve-llm Tüm modeli güncellemeden sınırlı sayıda parametre ile uyarlama yapmayı hedefleyen fine-tuning yaklaşımı. Parameter Efficient Fine-Tuning https://sukruyusufkaya.com/en/glossary/parameter-efficient-fine-tuning 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Parameter%20Efficient%20Fine-Tuning&category=uretken-yapay-zeka-ve-llm A fine-tuning approach that adapts a model using a limited number of parameters instead of updating the full model. Parameter Efficient Fine-Tuning https://sukruyusufkaya.com/glossary/catastrophic-forgetting 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Katastrofik%20Unutma&category=uretken-yapay-zeka-ve-llm Modelin yeni görevlere uyarlanırken önceki genel yeteneklerinin bir kısmını kaybetmesi problemi. Katastrofik Unutma https://sukruyusufkaya.com/en/glossary/catastrophic-forgetting 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Catastrophic%20Forgetting&category=uretken-yapay-zeka-ve-llm The problem in which a model loses some of its prior general abilities while being adapted to new tasks. Catastrophic Forgetting https://sukruyusufkaya.com/glossary/domain-adaptive-fine-tuning 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Alan%20Uyumlu%20Fine-Tuning&category=uretken-yapay-zeka-ve-llm Modeli hukuk, sağlık, finans gibi belirli alan terminolojisi ve kullanım biçimlerine uyarlama yaklaşımı. Alan Uyumlu Fine-Tuning https://sukruyusufkaya.com/en/glossary/domain-adaptive-fine-tuning 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Domain-Adaptive%20Fine-Tuning&category=uretken-yapay-zeka-ve-llm An approach that adapts a model to the terminology and usage style of specific domains such as law, healthcare, or finance. Domain-Adaptive Fine-Tuning https://sukruyusufkaya.com/glossary/prompt-template 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Prompt%20%C5%9Eablonu&category=uretken-yapay-zeka-ve-llm Tekrarlanan görevlerde tutarlı ve yeniden kullanılabilir istem yapısı sağlayan parametreli prompt kalıbı. Prompt Şablonu https://sukruyusufkaya.com/en/glossary/prompt-template 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Prompt%20Template&category=uretken-yapay-zeka-ve-llm A parameterized prompt pattern that provides reusable and consistent structure across repeated tasks. Prompt Template https://sukruyusufkaya.com/glossary/system-prompt 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=System%20Prompt&category=uretken-yapay-zeka-ve-llm Modelin genel davranış sınırlarını, rolünü ve önceliklerini belirleyen üst seviye talimat katmanı. System Prompt https://sukruyusufkaya.com/en/glossary/system-prompt 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=System%20Prompt&category=uretken-yapay-zeka-ve-llm A high-level instruction layer that defines the model’s overall behavior, role, and priorities. System Prompt https://sukruyusufkaya.com/glossary/mixture-of-experts 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Mixture%20of%20Experts&category=uretken-yapay-zeka-ve-llm Her girdide modelin yalnızca ilgili uzman alt ağlarını etkinleştirerek ölçek ve verimlilik sağlaması yaklaşımı. Mixture of Experts https://sukruyusufkaya.com/en/glossary/mixture-of-experts 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Mixture%20of%20Experts&category=uretken-yapay-zeka-ve-llm An approach in which only relevant expert subnetworks are activated for each input to achieve scale and efficiency. Mixture of Experts https://sukruyusufkaya.com/glossary/instruction-model 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Talimat%20Modeli&category=uretken-yapay-zeka-ve-llm Genel dil modelinin görev yönergelerini daha iyi takip edecek biçimde uyarlanmış sürümü. Talimat Modeli https://sukruyusufkaya.com/en/glossary/instruction-model 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Instruction%20Model&category=uretken-yapay-zeka-ve-llm A version of a general language model adapted to follow task instructions more effectively. Instruction Model https://sukruyusufkaya.com/glossary/tokenizer 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Tokenizer&category=uretken-yapay-zeka-ve-llm Metni modelin işleyebileceği token birimlerine dönüştüren temel ara katman. Tokenizer https://sukruyusufkaya.com/en/glossary/tokenizer 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Tokenizer&category=uretken-yapay-zeka-ve-llm A core intermediary layer that converts text into tokens the model can process. Tokenizer https://sukruyusufkaya.com/glossary/autoregressive-decoding 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Otoregresif%20%C3%87%C3%B6z%C3%BCmleme&category=uretken-yapay-zeka-ve-llm Modelin çıktıyı token token, her adımda önceki çıktılara bakarak üretme biçimi. Otoregresif Çözümleme https://sukruyusufkaya.com/en/glossary/autoregressive-decoding 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Autoregressive%20Decoding&category=uretken-yapay-zeka-ve-llm A generation mode in which the model produces output token by token using previous outputs as context. Autoregressive Decoding https://sukruyusufkaya.com/glossary/emergent-capabilities 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ortaya%20%C3%87%C4%B1kan%20Yetenekler&category=uretken-yapay-zeka-ve-llm Model belirli bir ölçeğe ulaştığında beklenmedik biçimde daha güçlü hale gelen görev davranışları. Ortaya Çıkan Yetenekler https://sukruyusufkaya.com/en/glossary/emergent-capabilities 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Emergent%20Capabilities&category=uretken-yapay-zeka-ve-llm Task behaviors that appear significantly stronger once a model reaches a certain scale. Emergent Capabilities https://sukruyusufkaya.com/glossary/transferability 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Transfer%20Edilebilirlik&category=uretken-yapay-zeka-ve-llm Bir modelin ön eğitim sırasında edindiği bilgiyi farklı görevlere ve alanlara taşıyabilme yeteneği. Transfer Edilebilirlik https://sukruyusufkaya.com/en/glossary/transferability 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Transferability&category=uretken-yapay-zeka-ve-llm The ability of a model to transfer what it learned during pretraining into different tasks and domains. Transferability https://sukruyusufkaya.com/glossary/model-checkpoint 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Model%20Checkpoint&category=uretken-yapay-zeka-ve-llm Eğitimin belirli aşamalarında kaydedilen ve daha sonra yeniden kullanılabilen model durumu. Model Checkpoint https://sukruyusufkaya.com/en/glossary/model-checkpoint 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Model%20Checkpoint&category=uretken-yapay-zeka-ve-llm A saved model state captured at a certain stage of training and reusable later. Model Checkpoint https://sukruyusufkaya.com/glossary/scaling-laws 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96l%C3%A7ekleme%20Yasalar%C4%B1&category=uretken-yapay-zeka-ve-llm Model boyutu, veri miktarı ve hesaplama arttıkça performansın nasıl değiştiğini açıklayan gözlemsel kurallar bütünü. Ölçekleme Yasaları https://sukruyusufkaya.com/en/glossary/scaling-laws 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Scaling%20Laws&category=uretken-yapay-zeka-ve-llm A set of empirical regularities describing how performance changes as model size, data, and compute increase. Scaling Laws https://sukruyusufkaya.com/glossary/pretraining 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96n%20E%C4%9Fitim&category=uretken-yapay-zeka-ve-llm Modelin büyük ölçekli genel veri üzerinde temel örüntüleri öğrenmesini sağlayan ilk eğitim aşaması. Ön Eğitim https://sukruyusufkaya.com/en/glossary/pretraining 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Pretraining&category=uretken-yapay-zeka-ve-llm The initial training stage in which a model learns broad patterns from large-scale general data. Pretraining https://sukruyusufkaya.com/glossary/stochastic-generation 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Stokastik%20%C3%9Cretim&category=uretken-yapay-zeka-ve-llm Aynı girdiden her seferinde aynı çıktıyı üretmek yerine olasılıksal çeşitlilik içeren üretim biçimi. Stokastik Üretim https://sukruyusufkaya.com/en/glossary/stochastic-generation 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Stochastic%20Generation&category=uretken-yapay-zeka-ve-llm A generation mode that introduces probabilistic diversity instead of producing the exact same output every time. Stochastic Generation https://sukruyusufkaya.com/glossary/temperature-sampling 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Temperature%20Sampling&category=uretken-yapay-zeka-ve-llm Çıktı dağılımının keskinliğini ayarlayarak daha kontrollü veya daha yaratıcı üretim sağlayan parametre. Temperature Sampling https://sukruyusufkaya.com/en/glossary/temperature-sampling 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Temperature%20Sampling&category=uretken-yapay-zeka-ve-llm A parameter that adjusts output distribution sharpness to produce more controlled or more creative generation. Temperature Sampling https://sukruyusufkaya.com/glossary/sampling 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96rnekleme&category=uretken-yapay-zeka-ve-llm Modelin öğrendiği dağılımdan yeni çıktı üretirken olasılıksal seçimler yapma süreci. Örnekleme https://sukruyusufkaya.com/en/glossary/sampling 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Sampling&category=uretken-yapay-zeka-ve-llm The process of making probabilistic choices from a learned distribution while generating new output. Sampling https://sukruyusufkaya.com/glossary/generative-model 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%9Cretken%20Model&category=uretken-yapay-zeka-ve-llm Verinin yalnızca sınıfını tahmin etmek yerine yeni örnekler üretebilen model ailesi. Üretken Model https://sukruyusufkaya.com/en/glossary/generative-model 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Generative%20Model&category=uretken-yapay-zeka-ve-llm A family of models that can generate new samples rather than only predicting labels. Generative Model https://sukruyusufkaya.com/glossary/phase-aware-audio-processing 2026-05-25T11:09:08.793Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Faz%20Duyarl%C4%B1%20Ses%20%C4%B0%C5%9Fleme&category=ses-konusma-audio-ai Yalnızca genlik değil faz bilgisini de dikkate alarak daha doğal ve doğru ses restorasyonu hedefleyen yaklaşım. Faz Duyarlı Ses İşleme https://sukruyusufkaya.com/en/glossary/phase-aware-audio-processing 2026-05-25T11:09:08.793Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Phase-Aware%20Audio%20Processing&category=ses-konusma-audio-ai An approach that aims for more natural and accurate audio restoration by considering phase information in addition to magnitude. Phase-Aware Audio Processing https://sukruyusufkaya.com/glossary/formant-analysis 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Formant%20Analizi&category=ses-konusma-audio-ai Konuşma sinyalindeki rezonans bölgelerini inceleyerek fonetik ve konuşmacı bilgisi çıkaran klasik analiz yaklaşımı. Formant Analizi https://sukruyusufkaya.com/en/glossary/formant-analysis 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Formant%20Analysis&category=ses-konusma-audio-ai A classical analysis approach that examines resonance regions in speech to extract phonetic and speaker-related information. Formant Analysis https://sukruyusufkaya.com/glossary/pitch-tracking 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Perde%20Takibi&category=ses-konusma-audio-ai Ses sinyalindeki temel frekansın zaman boyunca izlenmesini sağlayan temel akustik analiz görevi. Perde Takibi https://sukruyusufkaya.com/en/glossary/pitch-tracking 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Pitch%20Tracking&category=ses-konusma-audio-ai A core acoustic analysis task that tracks the fundamental frequency of an audio signal over time. Pitch Tracking https://sukruyusufkaya.com/glossary/diffusion-based-audio-enhancement 2026-05-25T14:33:58.903Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Diffusion%20Tabanl%C4%B1%20Ses%20%C4%B0yile%C5%9Ftirme&category=ses-konusma-audio-ai Ses restorasyonunu kademeli gürültü giderme mantığıyla modelleyen yeni nesil generatif iyileştirme yaklaşımı. Diffusion Tabanlı Ses İyileştirme https://sukruyusufkaya.com/en/glossary/diffusion-based-audio-enhancement 2026-05-25T14:33:58.903Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Diffusion-Based%20Audio%20Enhancement&category=ses-konusma-audio-ai A next-generation generative enhancement approach that models audio restoration through iterative denoising. Diffusion-Based Audio Enhancement https://sukruyusufkaya.com/glossary/personalized-speech-enhancement 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ki%C5%9Fiselle%C5%9Ftirilmi%C5%9F%20Konu%C5%9Fma%20%C4%B0yile%C5%9Ftirme&category=ses-konusma-audio-ai Belirli bir hedef konuşmacının sesini arka plan ve diğer konuşmacılar arasından daha iyi ayıklamaya odaklanan yaklaşım. Kişiselleştirilmiş Konuşma İyileştirme https://sukruyusufkaya.com/en/glossary/personalized-speech-enhancement 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Personalized%20Speech%20Enhancement&category=ses-konusma-audio-ai An approach focused on extracting a specific target speaker’s voice more effectively from background noise and other speakers. Personalized Speech Enhancement https://sukruyusufkaya.com/glossary/mask-based-speech-enhancement 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Maske%20Tabanl%C4%B1%20Konu%C5%9Fma%20%C4%B0yile%C5%9Ftirme&category=ses-konusma-audio-ai Zaman-frekans temsili üzerinde konuşma bileşenlerini koruyup gürültüyü bastırmak için maske tahmini yapan yaklaşım. Maske Tabanlı Konuşma İyileştirme https://sukruyusufkaya.com/en/glossary/mask-based-speech-enhancement 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Mask-Based%20Speech%20Enhancement&category=ses-konusma-audio-ai An approach that predicts masks over time-frequency representations to preserve speech components while suppressing noise. Mask-Based Speech Enhancement https://sukruyusufkaya.com/glossary/phoneme-aware-keyword-spotting 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Fonem%20Duyarl%C4%B1%20Anahtar%20Kelime%20Tespiti&category=ses-konusma-audio-ai Anahtar kelime tespitini yalnızca kelime düzeyinde değil fonetik yapı üzerinden de modelleyen yaklaşım. Fonem Duyarlı Anahtar Kelime Tespiti https://sukruyusufkaya.com/en/glossary/phoneme-aware-keyword-spotting 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Phoneme-Aware%20Keyword%20Spotting&category=ses-konusma-audio-ai An approach that models keyword spotting not only at the word level but also through phonetic structure. Phoneme-Aware Keyword Spotting https://sukruyusufkaya.com/glossary/query-by-example-keyword-spotting 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96rne%C4%9Fe%20Dayal%C4%B1%20Anahtar%20Kelime%20Tespiti&category=ses-konusma-audio-ai Metin yerine örnek ses vererek benzer kelime veya ifadeleri ses akışı içinde bulmayı amaçlayan yaklaşım. Örneğe Dayalı Anahtar Kelime Tespiti https://sukruyusufkaya.com/en/glossary/query-by-example-keyword-spotting 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Query-by-Example%20Keyword%20Spotting&category=ses-konusma-audio-ai An approach that searches for similar words or phrases in audio streams by using an example audio query instead of text. Query-by-Example Keyword Spotting https://sukruyusufkaya.com/glossary/speaker-independent-emotion-recognition 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Konu%C5%9Fmac%C4%B1dan%20Ba%C4%9F%C4%B1ms%C4%B1z%20Duygu%20Tan%C4%B1ma&category=ses-konusma-audio-ai Duygu modelinin belirli bir konuşmacının ses özelliklerine aşırı bağımlı olmadan genel duygu ipuçlarını öğrenmesini hedefleyen yaklaşım. Konuşmacıdan Bağımsız Duygu Tanıma https://sukruyusufkaya.com/en/glossary/speaker-independent-emotion-recognition 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Speaker-Independent%20Emotion%20Recognition&category=ses-konusma-audio-ai An approach that aims for emotion models to learn general affective cues without overfitting to speaker-specific voice traits. Speaker-Independent Emotion Recognition https://sukruyusufkaya.com/glossary/cross-corpus-emotion-recognition 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Korpuslar%20Aras%C4%B1%20Duygu%20Tan%C4%B1ma&category=ses-konusma-audio-ai Bir veri kümesinde öğrenilen duygu modelinin farklı kayıt koşullarındaki yeni veri kümelerine genellenmesini hedefleyen problem. Korpuslar Arası Duygu Tanıma https://sukruyusufkaya.com/en/glossary/cross-corpus-emotion-recognition 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Cross-Corpus%20Emotion%20Recognition&category=ses-konusma-audio-ai A problem focused on generalizing an emotion model learned on one dataset to new datasets recorded under different conditions. Cross-Corpus Emotion Recognition https://sukruyusufkaya.com/glossary/audio-embedding-retrieval 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ses%20Embedding%20Retrieval&category=ses-konusma-audio-ai Benzer ses kayıtlarını embedding uzayında arayarak akustik arama ve içerik keşfi sağlayan yaklaşım. Ses Embedding Retrieval https://sukruyusufkaya.com/en/glossary/audio-embedding-retrieval 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Audio%20Embedding%20Retrieval&category=ses-konusma-audio-ai An approach that enables acoustic search and content discovery by retrieving similar audio recordings in embedding space. Audio Embedding Retrieval https://sukruyusufkaya.com/glossary/few-shot-audio-classification 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Few-Shot%20Ses%20S%C4%B1n%C4%B1fland%C4%B1rma&category=ses-konusma-audio-ai Çok az örnekle yeni ses olaylarını veya sınıflarını tanımayı amaçlayan düşük veri odaklı öğrenme yaklaşımı. Few-Shot Ses Sınıflandırma https://sukruyusufkaya.com/en/glossary/few-shot-audio-classification 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Few-Shot%20Audio%20Classification&category=ses-konusma-audio-ai A low-data learning approach aimed at recognizing new audio events or classes from very few examples. Few-Shot Audio Classification https://sukruyusufkaya.com/glossary/sound-event-localization-and-detection 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ses%20Olay%C4%B1%20Lokalizasyonu%20ve%20Tespiti&category=ses-konusma-audio-ai Ses olayının yalnızca varlığını değil, zamanını ve bazen yönünü de belirleyen gelişmiş çevresel ses görevi. Ses Olayı Lokalizasyonu ve Tespiti https://sukruyusufkaya.com/en/glossary/sound-event-localization-and-detection 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Sound%20Event%20Localization%20and%20Detection&category=ses-konusma-audio-ai An advanced environmental audio task that determines not only the presence of a sound event but also its timing and sometimes direction. Sound Event Localization and Detection https://sukruyusufkaya.com/glossary/diarization-resegmentation 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Diarization%20Yeniden%20Segmentleme&category=ses-konusma-audio-ai İlk diarization çıktısını daha hassas konuşmacı sınırları ve segment doğruluğu için sonradan iyileştiren süreç. Diarization Yeniden Segmentleme https://sukruyusufkaya.com/en/glossary/diarization-resegmentation 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Diarization%20Resegmentation&category=ses-konusma-audio-ai A process that refines initial diarization output afterward to improve speaker boundaries and segment accuracy. Diarization Resegmentation https://sukruyusufkaya.com/glossary/online-diarization 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%87evrim%20%C4%B0%C3%A7i%20Diarization&category=ses-konusma-audio-ai Ses kaydı tamamlanmadan akış sırasında konuşmacı ayrıştırma yapan düşük gecikmeli diarization yaklaşımı. Çevrim İçi Diarization https://sukruyusufkaya.com/en/glossary/online-diarization 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Online%20Diarization&category=ses-konusma-audio-ai A low-latency diarization approach that performs speaker separation during streaming before the audio is complete. Online Diarization https://sukruyusufkaya.com/glossary/end-to-end-neural-diarization 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=U%C3%A7tan%20Uca%20Sinirsel%20Diarization&category=ses-konusma-audio-ai Segmentleme, konuşmacı ayırma ve zamanlama kararlarını daha birleşik biçimde öğrenen modern diarization yaklaşımı. Uçtan Uca Sinirsel Diarization https://sukruyusufkaya.com/en/glossary/end-to-end-neural-diarization 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=End-to-End%20Neural%20Diarization&category=ses-konusma-audio-ai A modern diarization approach that learns segmentation, speaker separation, and timing decisions in a more unified way. End-to-End Neural Diarization https://sukruyusufkaya.com/glossary/channel-compensation 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kanal%20Telafisi&category=ses-konusma-audio-ai Mikrofon, hat kalitesi veya kayıt ortamı farklarından kaynaklanan ses varyasyonlarını azaltmaya yönelik speaker recognition yaklaşımı. Kanal Telafisi https://sukruyusufkaya.com/en/glossary/channel-compensation 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Channel%20Compensation&category=ses-konusma-audio-ai A speaker recognition approach aimed at reducing voice variation caused by microphone, transmission, or recording-environment differences. Channel Compensation https://sukruyusufkaya.com/glossary/score-normalization 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Skor%20Normalizasyonu&category=ses-konusma-audio-ai Konuşmacı doğrulama sistemlerinde benzerlik skorlarını daha kararlı ve karşılaştırılabilir hale getiren işlem. Skor Normalizasyonu https://sukruyusufkaya.com/en/glossary/score-normalization 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Score%20Normalization&category=ses-konusma-audio-ai A process that makes similarity scores in speaker verification systems more stable and comparable. Score Normalization https://sukruyusufkaya.com/glossary/ecapa-tdnn 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=ECAPA-TDNN&category=ses-konusma-audio-ai Konuşmacı embedding kalitesini artırmak için kanal dikkat ve çok ölçekli zaman yapıları kullanan gelişmiş mimari. ECAPA-TDNN https://sukruyusufkaya.com/en/glossary/ecapa-tdnn 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=ECAPA-TDNN&category=ses-konusma-audio-ai An advanced architecture that uses channel attention and multi-scale temporal structure to improve speaker embedding quality. ECAPA-TDNN https://sukruyusufkaya.com/glossary/x-vector 2026-05-25T16:25:50.090Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=x-vector&category=ses-konusma-audio-ai Konuşmacı kimliğini temsil eden sabit boyutlu embedding'ler üretmek için geliştirilen modern speaker recognition yaklaşımı. x-vector https://sukruyusufkaya.com/en/glossary/x-vector 2026-05-25T16:25:50.090Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=x-vector&category=ses-konusma-audio-ai A modern speaker recognition approach designed to produce fixed-dimensional embeddings representing speaker identity. x-vector https://sukruyusufkaya.com/glossary/zero-shot-tts 2026-05-25T16:09:06.197Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Zero-Shot%20TTS&category=ses-konusma-audio-ai Yeni bir konuşmacı sesi için ek eğitim yapmadan kısa referans örneklerden sentez üretebilen gelişmiş TTS yaklaşımı. Zero-Shot TTS https://sukruyusufkaya.com/en/glossary/zero-shot-tts 2026-05-25T16:09:06.197Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Zero-Shot%20TTS&category=ses-konusma-audio-ai An advanced TTS approach that can synthesize a new speaker’s voice from short reference samples without additional speaker-specific training. Zero-Shot TTS https://sukruyusufkaya.com/glossary/expressive-speech-synthesis 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C4%B0fadeli%20Konu%C5%9Fma%20Sentezi&category=ses-konusma-audio-ai Yalnızca doğru metni değil, uygun üslup, ton ve duygusal etkiyi de üretmeye odaklanan TTS yaklaşımı. İfadeli Konuşma Sentezi https://sukruyusufkaya.com/en/glossary/expressive-speech-synthesis 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Expressive%20Speech%20Synthesis&category=ses-konusma-audio-ai A TTS approach focused on generating not only correct words but also appropriate style, tone, and emotional effect. Expressive Speech Synthesis https://sukruyusufkaya.com/glossary/non-autoregressive-tts 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Otokorelasyonsuz%20TTS&category=ses-konusma-audio-ai Konuşmayı adım adım değil daha paralel biçimde üreterek sentez hızını artıran TTS yaklaşımı. Otokorelasyonsuz TTS https://sukruyusufkaya.com/en/glossary/non-autoregressive-tts 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Non-Autoregressive%20TTS&category=ses-konusma-audio-ai A TTS approach that increases synthesis speed by generating speech more in parallel rather than step by step. Non-Autoregressive TTS https://sukruyusufkaya.com/glossary/duration-modeling-in-tts 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=TTS'de%20S%C3%BCre%20Modelleme&category=ses-konusma-audio-ai Ses sentezinde her fonem veya birimin ne kadar süreyle söyleneceğini belirleyerek akıcılığı etkileyen modelleme katmanı. TTS'de Süre Modelleme https://sukruyusufkaya.com/en/glossary/duration-modeling-in-tts 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Duration%20Modeling%20in%20TTS&category=ses-konusma-audio-ai A modeling layer that determines how long each phoneme or unit should be spoken in speech synthesis and strongly affects fluency. Duration Modeling in TTS https://sukruyusufkaya.com/glossary/pronunciation-lexicon 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Telaffuz%20S%C3%B6zl%C3%BC%C4%9F%C3%BC&category=ses-konusma-audio-ai Yazılı sözcükleri fonetik biçimlerle eşleştirerek hibrit konuşma tanıma sistemlerinde akustik-dil köprüsü kuran kaynak. Telaffuz Sözlüğü https://sukruyusufkaya.com/en/glossary/pronunciation-lexicon 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Pronunciation%20Lexicon&category=ses-konusma-audio-ai A resource that maps written words to phonetic forms and builds an acoustic-linguistic bridge in hybrid speech recognition systems. Pronunciation Lexicon https://sukruyusufkaya.com/glossary/streaming-endpoint-detection 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ak%C4%B1%C5%9F%20Sonland%C4%B1rma%20Tespiti&category=ses-konusma-audio-ai Konuşmanın gerçekten bittiği anı belirleyerek streaming ASR sistemlerinde doğru yanıt zamanlaması sağlayan mekanizma. Akış Sonlandırma Tespiti https://sukruyusufkaya.com/en/glossary/streaming-endpoint-detection 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Streaming%20Endpoint%20Detection&category=ses-konusma-audio-ai A mechanism that determines when speech has truly ended in order to provide correct response timing in streaming ASR systems. Streaming Endpoint Detection https://sukruyusufkaya.com/glossary/wav2vec2-pretraining 2026-05-25T16:41:04.532Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Wav2Vec%202.0%20%C3%96n%20E%C4%9Fitimi&category=ses-konusma-audio-ai Etiketsiz ses verisinden güçlü konuşma temsilleri öğrenerek ASR ve konuşma görevlerini iyileştiren kendinden denetimli yaklaşım. Wav2Vec 2.0 Ön Eğitimi https://sukruyusufkaya.com/en/glossary/wav2vec2-pretraining 2026-05-25T16:41:04.532Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Wav2Vec%202.0%20Pretraining&category=ses-konusma-audio-ai A self-supervised approach that learns strong speech representations from unlabeled audio and improves ASR and speech tasks. Wav2Vec 2.0 Pretraining https://sukruyusufkaya.com/glossary/recurrent-neural-network-transducer 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=RNN-Transducer&category=ses-konusma-audio-ai Akış tabanlı konuşma tanımada düşük gecikme ve güçlü doğruluk dengesi sağlayan uçtan uca ASR mimarisi. RNN-Transducer https://sukruyusufkaya.com/en/glossary/recurrent-neural-network-transducer 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=RNN-Transducer&category=ses-konusma-audio-ai An end-to-end ASR architecture that provides a strong balance between low latency and accuracy in streaming speech recognition. RNN-Transducer https://sukruyusufkaya.com/glossary/sample-rate-conversion 2026-05-25T15:58:02.997Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96rnekleme%20Oran%C4%B1%20D%C3%B6n%C3%BC%C5%9F%C3%BCm%C3%BC&category=ses-konusma-audio-ai Ses sinyalini farklı örnekleme hızlarına uyarlayarak model ve sistem uyumluluğu sağlayan işlem. Örnekleme Oranı Dönüşümü https://sukruyusufkaya.com/en/glossary/sample-rate-conversion 2026-05-25T15:58:02.997Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Sample%20Rate%20Conversion&category=ses-konusma-audio-ai A process that adapts an audio signal to different sampling rates for model and system compatibility. Sample Rate Conversion https://sukruyusufkaya.com/glossary/windowing-in-audio 2026-05-25T16:34:07.807Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Seste%20Pencereleme&category=ses-konusma-audio-ai Sinyali küçük zaman parçalarına ayırarak yerel frekans analizi yapmayı mümkün kılan temel işleme adımı. Seste Pencereleme https://sukruyusufkaya.com/en/glossary/windowing-in-audio 2026-05-25T16:34:07.807Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Windowing%20in%20Audio&category=ses-konusma-audio-ai A fundamental processing step that enables local frequency analysis by splitting the signal into small time segments. Windowing in Audio https://sukruyusufkaya.com/glossary/short-time-fourier-transform 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=K%C4%B1sa%20Zamanl%C4%B1%20Fourier%20D%C3%B6n%C3%BC%C5%9F%C3%BCm%C3%BC&category=ses-konusma-audio-ai Ses sinyalinin frekans içeriğini zaman boyunca pencereli biçimde analiz etmeyi sağlayan temel dönüşüm. Kısa Zamanlı Fourier Dönüşümü https://sukruyusufkaya.com/en/glossary/short-time-fourier-transform 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Short-Time%20Fourier%20Transform&category=ses-konusma-audio-ai A core transform that enables windowed analysis of audio frequency content over time. Short-Time Fourier Transform https://sukruyusufkaya.com/glossary/mfcc 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=MFCC&category=ses-konusma-audio-ai Konuşma sinyalinin spektral zarfını insan işitmesine yakın biçimde özetleyen klasik akustik özellik temsili. MFCC https://sukruyusufkaya.com/en/glossary/mfcc 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=MFCC&category=ses-konusma-audio-ai A classical acoustic feature representation that summarizes the spectral envelope of speech in a way aligned with human hearing. MFCC https://sukruyusufkaya.com/glossary/mel-spectrogram 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Mel%20Spektrogram&category=ses-konusma-audio-ai Ses sinyalini insan işitme algısına daha yakın frekans ölçeğinde zaman-frekans temsiline dönüştüren yapı. Mel Spektrogram https://sukruyusufkaya.com/en/glossary/mel-spectrogram 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Mel%20Spectrogram&category=ses-konusma-audio-ai A time-frequency representation that maps audio into a frequency scale closer to human auditory perception. Mel Spectrogram https://sukruyusufkaya.com/glossary/echo-cancellation 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Eko%20%C4%B0ptali&category=ses-konusma-audio-ai Hoparlörden çıkan sesin mikrofona geri dönerek iletişimi bozmasını önlemeye odaklanan gerçek zamanlı işleme görevi. Eko İptali https://sukruyusufkaya.com/en/glossary/echo-cancellation 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Echo%20Cancellation&category=ses-konusma-audio-ai A real-time processing task focused on preventing speaker output from looping back into the microphone and degrading communication. Echo Cancellation https://sukruyusufkaya.com/glossary/source-separation 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kaynak%20Ayr%C4%B1%C5%9Ft%C4%B1rma&category=ses-konusma-audio-ai Karışık ses sinyalini konuşma, müzik veya ayrı konuşmacılar gibi bileşenlerine ayırmayı amaçlayan görev. Kaynak Ayrıştırma https://sukruyusufkaya.com/en/glossary/source-separation 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Source%20Separation&category=ses-konusma-audio-ai A task that aims to separate a mixed audio signal into components such as speech, music, or individual speakers. Source Separation https://sukruyusufkaya.com/glossary/beamforming 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Beamforming&category=ses-konusma-audio-ai Birden fazla mikrofon sinyalini yönlü biçimde birleştirerek hedef kaynağı güçlendiren uzamsal ses işleme tekniği. Beamforming https://sukruyusufkaya.com/en/glossary/beamforming 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Beamforming&category=ses-konusma-audio-ai A spatial audio processing technique that combines multiple microphone signals directionally to enhance a target source. Beamforming https://sukruyusufkaya.com/glossary/dereverberation 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Yank%C4%B1%20Giderme&category=ses-konusma-audio-ai Kapalı ortam yansımalarının konuşma sinyali üzerindeki bozucu etkisini azaltmaya odaklanan ses işleme görevi. Yankı Giderme https://sukruyusufkaya.com/en/glossary/dereverberation 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Dereverberation&category=ses-konusma-audio-ai An audio processing task focused on reducing the degrading effect of room reverberation on speech signals. Dereverberation https://sukruyusufkaya.com/glossary/speech-enhancement 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Konu%C5%9Fma%20%C4%B0yile%C5%9Ftirme&category=ses-konusma-audio-ai Gürültülü veya bozulmuş ses içinden konuşmayı daha anlaşılır hale getirmeyi amaçlayan işleme görevi. Konuşma İyileştirme https://sukruyusufkaya.com/en/glossary/speech-enhancement 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Speech%20Enhancement&category=ses-konusma-audio-ai A processing task that aims to make speech more intelligible from noisy or degraded audio. Speech Enhancement https://sukruyusufkaya.com/glossary/custom-keyword-spotting 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96zel%20Anahtar%20Kelime%20Tespiti&category=ses-konusma-audio-ai Kuruma, markaya veya özel uygulamaya ait sözcük ve ifadeleri tespit edecek ses tetikleme sistemleri tasarlama yaklaşımı. Özel Anahtar Kelime Tespiti https://sukruyusufkaya.com/en/glossary/custom-keyword-spotting 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Custom%20Keyword%20Spotting&category=ses-konusma-audio-ai An approach focused on designing voice-trigger systems that detect brand-, organization-, or application-specific terms and phrases. Custom Keyword Spotting https://sukruyusufkaya.com/glossary/false-trigger-rate 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Yanl%C4%B1%C5%9F%20Tetikleme%20Oran%C4%B1&category=ses-konusma-audio-ai Anahtar kelime sistemlerinin yanlışlıkla aktive olma sıklığını ifade eden kritik kalite metriği. Yanlış Tetikleme Oranı https://sukruyusufkaya.com/en/glossary/false-trigger-rate 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=False%20Trigger%20Rate&category=ses-konusma-audio-ai A critical quality metric expressing how often keyword systems activate incorrectly. False Trigger Rate https://sukruyusufkaya.com/glossary/always-on-audio-detection 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=S%C3%BCrekli%20A%C3%A7%C4%B1k%20Ses%20Tespiti&category=ses-konusma-audio-ai Cihazın sürekli dinleme modunda düşük güçle ses olaylarını algılamasını sağlayan sistem yaklaşımı. Sürekli Açık Ses Tespiti https://sukruyusufkaya.com/en/glossary/always-on-audio-detection 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Always-On%20Audio%20Detection&category=ses-konusma-audio-ai A system approach that enables low-power sound event detection while a device remains in continuous listening mode. Always-On Audio Detection https://sukruyusufkaya.com/glossary/small-footprint-keyword-spotting 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=K%C3%BC%C3%A7%C3%BCk%20Ayak%20%C4%B0zli%20Anahtar%20Kelime%20Tespiti&category=ses-konusma-audio-ai Sınırlı bellek ve işlem gücüne sahip cihazlarda çalışacak hafif anahtar kelime tespit modelleri tasarlama yaklaşımı. Küçük Ayak İzli Anahtar Kelime Tespiti https://sukruyusufkaya.com/en/glossary/small-footprint-keyword-spotting 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Small-Footprint%20Keyword%20Spotting&category=ses-konusma-audio-ai An approach focused on designing lightweight keyword spotting models for devices with limited memory and compute. Small-Footprint Keyword Spotting https://sukruyusufkaya.com/glossary/wake-word-detection 2026-05-25T16:45:15.326Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Uyand%C4%B1rma%20Kelimesi%20Tespiti&category=ses-konusma-audio-ai Cihazı veya sistemi etkinleştiren belirli kısa anahtar ifadenin sürekli ses akışında bulunmasını sağlayan görev. Uyandırma Kelimesi Tespiti https://sukruyusufkaya.com/en/glossary/wake-word-detection 2026-05-25T16:45:15.326Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Wake%20Word%20Detection&category=ses-konusma-audio-ai A task that detects a short trigger phrase in continuous audio to activate a device or system. Wake Word Detection https://sukruyusufkaya.com/glossary/multimodal-affect-analysis 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%87ok%20Modlu%20Duygu%20Analizi&category=ses-konusma-audio-ai Ses, metin ve bazen yüz ifadesi gibi farklı sinyalleri birleştirerek daha güçlü duygu analizi yapan yaklaşım. Çok Modlu Duygu Analizi https://sukruyusufkaya.com/en/glossary/multimodal-affect-analysis 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Multimodal%20Affect%20Analysis&category=ses-konusma-audio-ai An approach that performs stronger affect analysis by combining signals such as audio, text, and sometimes facial expression. Multimodal Affect Analysis https://sukruyusufkaya.com/glossary/stress-detection-from-speech 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Konu%C5%9Fmadan%20Stres%20Tespiti&category=ses-konusma-audio-ai Konuşma akışındaki akustik değişimlerden stres veya bilişsel yük sinyali çıkarmaya çalışan görev. Konuşmadan Stres Tespiti https://sukruyusufkaya.com/en/glossary/stress-detection-from-speech 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Stress%20Detection%20from%20Speech&category=ses-konusma-audio-ai A task that attempts to extract stress or cognitive-load signals from acoustic variations in speech. Stress Detection from Speech https://sukruyusufkaya.com/glossary/continuous-emotion-prediction 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=S%C3%BCrekli%20Duygu%20Tahmini&category=ses-konusma-audio-ai Duyguyu sabit sınıflar yerine zaman içinde değişen boyutsal değerler olarak modelleyen yaklaşım. Sürekli Duygu Tahmini https://sukruyusufkaya.com/en/glossary/continuous-emotion-prediction 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Continuous%20Emotion%20Prediction&category=ses-konusma-audio-ai An approach that models emotion as time-varying dimensional values rather than fixed categories. Continuous Emotion Prediction https://sukruyusufkaya.com/glossary/prosodic-emotion-cues 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Prozodik%20Duygu%20%C4%B0pu%C3%A7lar%C4%B1&category=ses-konusma-audio-ai Duygusal yorum için perde, ritim, enerji ve duraklama gibi konuşma üstyapı özelliklerini kullanan yaklaşım. Prozodik Duygu İpuçları https://sukruyusufkaya.com/en/glossary/prosodic-emotion-cues 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Prosodic%20Emotion%20Cues&category=ses-konusma-audio-ai An approach that uses suprasegmental speech features such as pitch, rhythm, energy, and pauses for emotional interpretation. Prosodic Emotion Cues https://sukruyusufkaya.com/glossary/speech-emotion-recognition 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Konu%C5%9Fmada%20Duygu%20Tan%C4%B1ma&category=ses-konusma-audio-ai Konuşma sinyalinden duyguya ilişkin akustik ipuçlarını çıkararak duygusal durumu tahmin etmeye çalışan görev. Konuşmada Duygu Tanıma https://sukruyusufkaya.com/en/glossary/speech-emotion-recognition 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Speech%20Emotion%20Recognition&category=ses-konusma-audio-ai A task that attempts to infer emotional state by extracting affective acoustic cues from speech. Speech Emotion Recognition https://sukruyusufkaya.com/glossary/audio-tagging 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ses%20Etiketleme&category=ses-konusma-audio-ai Bir ses kaydında hangi ses olaylarının mevcut olduğunu klip düzeyinde tahmin eden çok etiketli görev. Ses Etiketleme https://sukruyusufkaya.com/en/glossary/audio-tagging 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Audio%20Tagging&category=ses-konusma-audio-ai A multi-label task that predicts which sound events are present in an audio clip at the clip level. Audio Tagging https://sukruyusufkaya.com/glossary/bioacoustic-classification 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Biyoakustik%20S%C4%B1n%C4%B1fland%C4%B1rma&category=ses-konusma-audio-ai Kuş, böcek, deniz memelisi veya diğer biyolojik ses kaynaklarını otomatik olarak tanıyan çevresel ses analizi görevi. Biyoakustik Sınıflandırma https://sukruyusufkaya.com/en/glossary/bioacoustic-classification 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Bioacoustic%20Classification&category=ses-konusma-audio-ai An environmental audio analysis task that automatically recognizes birds, insects, marine mammals, or other biological sound sources. Bioacoustic Classification https://sukruyusufkaya.com/glossary/music-tagging 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=M%C3%BCzik%20Etiketleme&category=ses-konusma-audio-ai Bir müzik kaydına tür, enstrüman, ruh hali veya stil gibi birden fazla anlamsal etiket atama görevi. Müzik Etiketleme https://sukruyusufkaya.com/en/glossary/music-tagging 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Music%20Tagging&category=ses-konusma-audio-ai A task that assigns multiple semantic tags such as genre, instrument, mood, or style to a music recording. Music Tagging https://sukruyusufkaya.com/glossary/acoustic-event-detection 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Akustik%20Olay%20Tespiti&category=ses-konusma-audio-ai Ses akışı içindeki belirli olayları zaman ekseninde bulup etiketlemeye odaklanan görev. Akustik Olay Tespiti https://sukruyusufkaya.com/en/glossary/acoustic-event-detection 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Acoustic%20Event%20Detection&category=ses-konusma-audio-ai A task focused on locating and labeling specific events within an audio stream over time. Acoustic Event Detection https://sukruyusufkaya.com/glossary/acoustic-scene-classification 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Akustik%20Sahne%20S%C4%B1n%C4%B1fland%C4%B1rma&category=ses-konusma-audio-ai Bir ses kaydının hangi ortam veya bağlamdan geldiğini tahmin etmeye odaklanan görev. Akustik Sahne Sınıflandırma https://sukruyusufkaya.com/en/glossary/acoustic-scene-classification 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Acoustic%20Scene%20Classification&category=ses-konusma-audio-ai A task focused on predicting what environment or context an audio recording comes from. Acoustic Scene Classification https://sukruyusufkaya.com/glossary/diarization-error-rate 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Diarization%20Hata%20Oran%C4%B1&category=ses-konusma-audio-ai Konuşmacı ayrıştırma sistemlerinin segment, kimlik ve örtüşme hatalarını özetleyen temel değerlendirme metriği. Diarization Hata Oranı https://sukruyusufkaya.com/en/glossary/diarization-error-rate 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Diarization%20Error%20Rate&category=ses-konusma-audio-ai A core evaluation metric that summarizes segmentation, identity, and overlap errors in speaker diarization systems. Diarization Error Rate https://sukruyusufkaya.com/glossary/speaker-clustering 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Konu%C5%9Fmac%C4%B1%20K%C3%BCmeleme&category=ses-konusma-audio-ai Benzer ses segmentlerini aynı konuşmacıya ait olacak biçimde gruplandıran diarization alt görevi. Konuşmacı Kümeleme https://sukruyusufkaya.com/en/glossary/speaker-clustering 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Speaker%20Clustering&category=ses-konusma-audio-ai A diarization subtask that groups similar speech segments so they correspond to the same speaker. Speaker Clustering https://sukruyusufkaya.com/glossary/overlapped-speech-detection 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%9Cst%20%C3%9Cste%20Konu%C5%9Fma%20Tespiti&category=ses-konusma-audio-ai Birden fazla konuşmacının aynı anda konuştuğu zaman aralıklarını belirlemeye odaklanan görev. Üst Üste Konuşma Tespiti https://sukruyusufkaya.com/en/glossary/overlapped-speech-detection 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Overlapped%20Speech%20Detection&category=ses-konusma-audio-ai A task focused on identifying time intervals in which multiple speakers talk simultaneously. Overlapped Speech Detection https://sukruyusufkaya.com/glossary/voice-activity-detection 2026-05-25T16:50:48.905Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ses%20Aktivite%20Tespiti&category=ses-konusma-audio-ai Ses sinyalinde konuşmanın hangi bölümlerde mevcut olduğunu belirleyen temel zamanlama görevi. Ses Aktivite Tespiti https://sukruyusufkaya.com/en/glossary/voice-activity-detection 2026-05-25T16:50:48.905Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Voice%20Activity%20Detection&category=ses-konusma-audio-ai A core timing task that determines which parts of an audio signal contain speech. Voice Activity Detection https://sukruyusufkaya.com/glossary/speaker-diarization 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Konu%C5%9Fmac%C4%B1%20Ayr%C4%B1%C5%9Ft%C4%B1rma&category=ses-konusma-audio-ai Bir ses kaydında kimin ne zaman konuştuğunu zaman ekseni üzerinde belirleyen görev. Konuşmacı Ayrıştırma https://sukruyusufkaya.com/en/glossary/speaker-diarization 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Speaker%20Diarization&category=ses-konusma-audio-ai The task of determining who spoke when over the timeline of an audio recording. Speaker Diarization https://sukruyusufkaya.com/glossary/voice-anti-spoofing 2026-05-25T16:49:25.062Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ses%20Sahtecili%C4%9Fi%20%C3%96nleme&category=ses-konusma-audio-ai Kayıt oynatma, sentezlenmiş ses veya dönüştürülmüş konuşma saldırılarını gerçek kullanıcı sesinden ayıran güvenlik görevi. Ses Sahteciliği Önleme https://sukruyusufkaya.com/en/glossary/voice-anti-spoofing 2026-05-25T16:49:25.062Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Voice%20Anti-Spoofing&category=ses-konusma-audio-ai A security task that distinguishes genuine user speech from replay attacks, synthesized voices, or converted speech. Voice Anti-Spoofing https://sukruyusufkaya.com/glossary/text-dependent-speaker-verification 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Metne%20Ba%C4%9F%C4%B1ml%C4%B1%20Konu%C5%9Fmac%C4%B1%20Do%C4%9Frulama&category=ses-konusma-audio-ai Konuşmacının belirli bir parola veya sabit ifadeyi söylemesine dayalı daha kontrollü ses doğrulama yaklaşımı. Metne Bağımlı Konuşmacı Doğrulama https://sukruyusufkaya.com/en/glossary/text-dependent-speaker-verification 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Text-Dependent%20Speaker%20Verification&category=ses-konusma-audio-ai A more controlled speaker verification approach in which the speaker says a fixed phrase or passphrase. Text-Dependent Speaker Verification https://sukruyusufkaya.com/glossary/speaker-embeddings 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Konu%C5%9Fmac%C4%B1%20Embedding'leri&category=ses-konusma-audio-ai Konuşmacı kimliğini ayırt edici biçimde temsil eden yoğun vektör uzayları. Konuşmacı Embedding'leri https://sukruyusufkaya.com/en/glossary/speaker-embeddings 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Speaker%20Embeddings&category=ses-konusma-audio-ai Dense vector representations that capture speaker identity in a discriminative form. Speaker Embeddings https://sukruyusufkaya.com/glossary/speaker-verification 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Konu%C5%9Fmac%C4%B1%20Do%C4%9Frulama&category=ses-konusma-audio-ai Bir ses örneğinin iddia edilen konuşmacıya ait olup olmadığını doğrulayan ikili karar problemi. Konuşmacı Doğrulama https://sukruyusufkaya.com/en/glossary/speaker-verification 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Speaker%20Verification&category=ses-konusma-audio-ai A binary decision problem that verifies whether a voice sample belongs to the claimed speaker. Speaker Verification https://sukruyusufkaya.com/glossary/speaker-identification 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Konu%C5%9Fmac%C4%B1%20Kimliklendirme&category=ses-konusma-audio-ai Bir ses örneğinin kayıtlı konuşmacı havuzundaki hangi kişiye ait olduğunu belirleyen görev. Konuşmacı Kimliklendirme https://sukruyusufkaya.com/en/glossary/speaker-identification 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Speaker%20Identification&category=ses-konusma-audio-ai A task that determines which enrolled speaker in a known set produced a given voice sample. Speaker Identification https://sukruyusufkaya.com/glossary/streaming-tts 2026-05-25T17:21:24.654Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ak%C4%B1%C5%9F%20Tabanl%C4%B1%20TTS&category=ses-konusma-audio-ai Tüm metni beklemeden düşük gecikmeyle ses üretmeye başlayan gerçek zamanlı konuşma sentezi yaklaşımı. Akış Tabanlı TTS https://sukruyusufkaya.com/en/glossary/streaming-tts 2026-05-25T17:21:24.654Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Streaming%20TTS&category=ses-konusma-audio-ai A real-time speech synthesis approach that begins generating audio with low latency without waiting for the full text. Streaming TTS https://sukruyusufkaya.com/glossary/voice-cloning 2026-05-25T16:48:01.976Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ses%20Klonlama&category=ses-konusma-audio-ai Kısa bir örnekten konuşmacı benzerliğini öğrenerek aynı kişiye benzer yeni konuşmalar sentezleme yaklaşımı. Ses Klonlama https://sukruyusufkaya.com/en/glossary/voice-cloning 2026-05-25T16:48:01.976Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Voice%20Cloning&category=ses-konusma-audio-ai An approach that learns speaker similarity from a short sample and synthesizes new speech resembling the same person. Voice Cloning https://sukruyusufkaya.com/glossary/prosody-modeling 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Prozodi%20Modelleme&category=ses-konusma-audio-ai Konuşmanın vurgu, ritim, tonlama ve duraklama yapısını modelleyerek daha doğal sentez üretme yaklaşımı. Prozodi Modelleme https://sukruyusufkaya.com/en/glossary/prosody-modeling 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Prosody%20Modeling&category=ses-konusma-audio-ai An approach that models emphasis, rhythm, intonation, and pause structure to produce more natural speech synthesis. Prosody Modeling https://sukruyusufkaya.com/glossary/vocoder 2026-05-25T16:52:12.053Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Vocoder&category=ses-konusma-audio-ai Akustik temsil veya spektral özelliklerden işitilebilir ses dalgası üreten temel sentez bileşeni. Vocoder https://sukruyusufkaya.com/en/glossary/vocoder 2026-05-25T16:52:12.053Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Vocoder&category=ses-konusma-audio-ai A core synthesis component that generates an audible waveform from acoustic representations or spectral features. Vocoder https://sukruyusufkaya.com/glossary/neural-text-to-speech 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=N%C3%B6ral%20Metinden%20Konu%C5%9Fmaya&category=ses-konusma-audio-ai Metni daha doğal, akıcı ve insan benzeri konuşmaya dönüştürmek için derin öğrenme kullanan sentez yaklaşımı. Nöral Metinden Konuşmaya https://sukruyusufkaya.com/en/glossary/neural-text-to-speech 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Neural%20Text-to-Speech&category=ses-konusma-audio-ai A synthesis approach that uses deep learning to convert text into more natural, fluent, and human-like speech. Neural Text-to-Speech https://sukruyusufkaya.com/glossary/language-model-fusion-in-asr 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=ASR'de%20Dil%20Modeli%20F%C3%BCzyonu&category=ses-konusma-audio-ai Konuşma tanıma çıktısını daha dilsel olarak doğru hale getirmek için harici dil modeli bilgisini birleştiren yaklaşım. ASR'de Dil Modeli Füzyonu https://sukruyusufkaya.com/en/glossary/language-model-fusion-in-asr 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Language%20Model%20Fusion%20in%20ASR&category=ses-konusma-audio-ai An approach that incorporates external language model knowledge to make speech recognition output more linguistically accurate. Language Model Fusion in ASR https://sukruyusufkaya.com/glossary/forced-alignment 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Zorlanm%C4%B1%C5%9F%20Hizalama&category=ses-konusma-audio-ai Var olan metin ile ses sinyalini zaman ekseninde eşleştirerek sözcük veya fonem düzeyinde hizalayan süreç. Zorlanmış Hizalama https://sukruyusufkaya.com/en/glossary/forced-alignment 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Forced%20Alignment&category=ses-konusma-audio-ai A process that aligns existing text with speech in time to produce word- or phoneme-level correspondence. Forced Alignment https://sukruyusufkaya.com/glossary/ctc-decoding 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=CTC%20Kod%20%C3%87%C3%B6z%C3%BCm%C3%BC&category=ses-konusma-audio-ai Zaman hizalaması bilinmeyen konuşma dizilerinden metin çıkarmayı kolaylaştıran temel öğrenme ve çözümleme yaklaşımı. CTC Kod Çözümü https://sukruyusufkaya.com/en/glossary/ctc-decoding 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=CTC%20Decoding&category=ses-konusma-audio-ai A core learning and decoding approach that helps recover text from speech sequences with unknown alignments. CTC Decoding https://sukruyusufkaya.com/glossary/end-to-end-asr 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=U%C3%A7tan%20Uca%20Konu%C5%9Fma%20Tan%C4%B1ma&category=ses-konusma-audio-ai Ayrı akustik ve dil modelleri yerine tek birleşik ağ ile konuşmadan metne dönüşüm yapan yaklaşım. Uçtan Uca Konuşma Tanıma https://sukruyusufkaya.com/en/glossary/end-to-end-asr 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=End-to-End%20ASR&category=ses-konusma-audio-ai An approach that performs speech-to-text conversion with a single unified network instead of separate acoustic and language models. End-to-End ASR https://sukruyusufkaya.com/glossary/automatic-speech-recognition 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Otomatik%20Konu%C5%9Fma%20Tan%C4%B1ma&category=ses-konusma-audio-ai İnsan konuşmasını metne dönüştürmeyi amaçlayan temel speech-to-text görevi. Otomatik Konuşma Tanıma https://sukruyusufkaya.com/en/glossary/automatic-speech-recognition 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Automatic%20Speech%20Recognition&category=ses-konusma-audio-ai The core speech-to-text task aimed at converting human speech into text. Automatic Speech Recognition https://sukruyusufkaya.com/glossary/multimodal-rag-for-vision 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=G%C3%B6r%C3%BC%20%C4%B0%C3%A7in%20%C3%87ok%20Modlu%20RAG&category=bilgisayarli-goru Görsel girdileri dış bilgi kaynaklarıyla birleştirerek daha dayanaklı ve bağlamlı çok modlu yanıtlar üreten mimari yaklaşım. Görü İçin Çok Modlu RAG https://sukruyusufkaya.com/en/glossary/multimodal-rag-for-vision 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Multimodal%20RAG%20for%20Vision&category=bilgisayarli-goru An architectural approach that combines visual inputs with external knowledge sources to produce more grounded multimodal answers. Multimodal RAG for Vision https://sukruyusufkaya.com/glossary/multimodal-instruction-tuning 2026-05-25T09:07:59.512Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%87ok%20Modlu%20Talimat%20%C4%B0nce%20Ayar%C4%B1&category=bilgisayarli-goru Görüntü ve metin girdilerini doğal dil talimatlarıyla birlikte yorumlayabilen çok modlu modeller geliştiren ince ayar süreci. Çok Modlu Talimat İnce Ayarı https://sukruyusufkaya.com/en/glossary/multimodal-instruction-tuning 2026-05-25T09:07:59.512Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Multimodal%20Instruction%20Tuning&category=bilgisayarli-goru A fine-tuning process that develops multimodal models capable of interpreting image and text inputs together with natural language instructions. Multimodal Instruction Tuning https://sukruyusufkaya.com/glossary/referring-expression-comprehension 2026-05-25T16:39:48.813Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Referans%20%C4%B0fade%20Anlama&category=bilgisayarli-goru Doğal dilde verilen belirli bir tanımı görüntü içindeki doğru bölgeyle eşleştirme görevi. Referans İfade Anlama https://sukruyusufkaya.com/en/glossary/referring-expression-comprehension 2026-05-25T16:39:48.813Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Referring%20Expression%20Comprehension&category=bilgisayarli-goru A task that matches a natural language description to the correct region in an image. Referring Expression Comprehension https://sukruyusufkaya.com/glossary/image-text-retrieval 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=G%C3%B6r%C3%BCnt%C3%BC-Metin%20Retrieval&category=bilgisayarli-goru Metinden ilgili görselleri veya görselden ilgili metinleri ortak çok modlu temsil uzayı üzerinden getiren görev. Görüntü-Metin Retrieval https://sukruyusufkaya.com/en/glossary/image-text-retrieval 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Image-Text%20Retrieval&category=bilgisayarli-goru A task that retrieves relevant images from text or relevant text from images through a shared multimodal representation space. Image-Text Retrieval https://sukruyusufkaya.com/glossary/deepsort 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=DeepSORT&category=bilgisayarli-goru SORT yaklaşımını görünüş embedding'leri ile güçlendirerek kimlik kararlılığını artıran takip sistemi. DeepSORT https://sukruyusufkaya.com/en/glossary/deepsort 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=DeepSORT&category=bilgisayarli-goru A tracking system that strengthens the SORT approach with appearance embeddings to improve identity stability. DeepSORT https://sukruyusufkaya.com/glossary/sort-tracker 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=SORT%20Takip%20Sistemi&category=bilgisayarli-goru Kalman filtre ve Hungarian atamayı birleştirerek hızlı çoklu nesne takibi yapan hafif sistem. SORT Takip Sistemi https://sukruyusufkaya.com/en/glossary/sort-tracker 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=SORT%20Tracker&category=bilgisayarli-goru A lightweight system that performs fast multi-object tracking by combining Kalman filtering with Hungarian assignment. SORT Tracker https://sukruyusufkaya.com/glossary/hungarian-assignment-for-tracking 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Takipte%20Hungarian%20Atama&category=bilgisayarli-goru Tespitler ile mevcut izleri en uygun maliyetle eşleştirerek kimlik sürekliliği sağlayan optimizasyon adımı. Takipte Hungarian Atama https://sukruyusufkaya.com/en/glossary/hungarian-assignment-for-tracking 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Hungarian%20Assignment%20for%20Tracking&category=bilgisayarli-goru An optimization step that preserves identity continuity by matching detections with existing tracks at minimum cost. Hungarian Assignment for Tracking https://sukruyusufkaya.com/glossary/kalman-filter-tracking 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kalman%20Filtre%20Tabanl%C4%B1%20Takip&category=bilgisayarli-goru Nesnenin gelecekteki konumunu hareket modeliyle tahmin ederek takip kararlılığı sağlayan klasik yaklaşım. Kalman Filtre Tabanlı Takip https://sukruyusufkaya.com/en/glossary/kalman-filter-tracking 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Kalman%20Filter%20Tracking&category=bilgisayarli-goru A classical approach that stabilizes tracking by predicting an object’s future position through a motion model. Kalman Filter Tracking https://sukruyusufkaya.com/glossary/temporal-action-segmentation 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Zamansal%20Aksiyon%20Segmentasyonu&category=bilgisayarli-goru Uzun video akışlarını anlamlı eylem parçalarına bölerek her zaman aralığını bir aksiyon etiketiyle ilişkilendiren görev. Zamansal Aksiyon Segmentasyonu https://sukruyusufkaya.com/en/glossary/temporal-action-segmentation 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Temporal%20Action%20Segmentation&category=bilgisayarli-goru A task that segments long video streams into meaningful action units and assigns an action label to each temporal interval. Temporal Action Segmentation https://sukruyusufkaya.com/glossary/action-anticipation 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Aksiyon%20%C3%96ng%C3%B6r%C3%BCs%C3%BC&category=bilgisayarli-goru Henüz tamamlanmamış bir video akışından gelecekte gerçekleşecek eylemi önceden tahmin etmeye çalışan görev. Aksiyon Öngörüsü https://sukruyusufkaya.com/en/glossary/action-anticipation 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Action%20Anticipation&category=bilgisayarli-goru A task that attempts to predict a future action from a partially observed video stream before it fully unfolds. Action Anticipation https://sukruyusufkaya.com/glossary/video-transformer 2026-05-25T16:59:09.418Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Video%20Transformer&category=bilgisayarli-goru Video verisini zaman ve uzam boyunca tokenlaştırarak dikkat mekanizmalarıyla modelleyen modern mimari yaklaşım. Video Transformer https://sukruyusufkaya.com/en/glossary/video-transformer 2026-05-25T16:59:09.418Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Video%20Transformer&category=bilgisayarli-goru A modern architectural approach that tokenizes video across time and space and models it with attention mechanisms. Video Transformer https://sukruyusufkaya.com/glossary/spatio-temporal-convolution 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Uzamsal-Zamansal%20Evri%C5%9Fim&category=bilgisayarli-goru Video içindeki hem uzamsal desenleri hem de zaman içi değişimi birlikte modelleyen konvolüsyon yaklaşımı. Uzamsal-Zamansal Evrişim https://sukruyusufkaya.com/en/glossary/spatio-temporal-convolution 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Spatio-Temporal%20Convolution&category=bilgisayarli-goru A convolutional approach that jointly models spatial patterns and temporal change within video. Spatio-Temporal Convolution https://sukruyusufkaya.com/glossary/chart-understanding 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Grafik%20ve%20%C3%87izelge%20Anlama&category=bilgisayarli-goru Çubuk grafik, çizgi grafik veya benzeri görsel sunumları yapısal veriye ve anlamsal yoruma dönüştüren görev. Grafik ve Çizelge Anlama https://sukruyusufkaya.com/en/glossary/chart-understanding 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Chart%20Understanding&category=bilgisayarli-goru A task that converts bar charts, line graphs, and similar visual presentations into structured data and semantic interpretation. Chart Understanding https://sukruyusufkaya.com/glossary/visual-document-understanding 2026-05-25T16:54:58.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=G%C3%B6rsel%20Belge%20Anlama&category=bilgisayarli-goru Belgedeki metin, yerleşim ve görsel öğeleri birlikte yorumlayarak daha üst düzey anlamsal anlayış kuran yaklaşım. Görsel Belge Anlama https://sukruyusufkaya.com/en/glossary/visual-document-understanding 2026-05-25T16:54:58.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Visual%20Document%20Understanding&category=bilgisayarli-goru An approach that jointly interprets text, layout, and visual elements in a document to build higher-level semantic understanding. Visual Document Understanding https://sukruyusufkaya.com/glossary/reading-order-detection 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Okuma%20S%C4%B1ras%C4%B1%20Tespiti&category=bilgisayarli-goru Belge içeriğinin insan tarafından hangi sıra ile okunacağını belirleyerek doğru metin akışı oluşturan görev. Okuma Sırası Tespiti https://sukruyusufkaya.com/en/glossary/reading-order-detection 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Reading%20Order%20Detection&category=bilgisayarli-goru A task that determines the order in which document content should be read to reconstruct the correct text flow. Reading Order Detection https://sukruyusufkaya.com/glossary/handwriting-recognition 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=El%20Yaz%C4%B1s%C4%B1%20Tan%C4%B1ma&category=bilgisayarli-goru Basılı yazıya göre daha yüksek değişkenlik içeren el yazısı içerikleri metne dönüştürmeye odaklanan OCR alt görevi. El Yazısı Tanıma https://sukruyusufkaya.com/en/glossary/handwriting-recognition 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Handwriting%20Recognition&category=bilgisayarli-goru An OCR subtask focused on converting handwritten content, which is far more variable than printed text, into machine-readable text. Handwriting Recognition https://sukruyusufkaya.com/glossary/face-embedding-space 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Y%C3%BCz%20Embedding%20Uzay%C4%B1&category=bilgisayarli-goru Yüz görüntülerini kimlik benzerliğine göre konumlandıran ayrıştırıcı temsil uzayı. Yüz Embedding Uzayı https://sukruyusufkaya.com/en/glossary/face-embedding-space 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Face%20Embedding%20Space&category=bilgisayarli-goru A discriminative representation space that positions face images according to identity similarity. Face Embedding Space https://sukruyusufkaya.com/glossary/gaze-estimation 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Bak%C4%B1%C5%9F%20Tahmini&category=bilgisayarli-goru Bir kişinin göz yönünden hangi bölgeye baktığını tahmin etmeye odaklanan hassas yüz analizi görevi. Bakış Tahmini https://sukruyusufkaya.com/en/glossary/gaze-estimation 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Gaze%20Estimation&category=bilgisayarli-goru A fine-grained face analysis task focused on estimating where a person is looking from eye direction. Gaze Estimation https://sukruyusufkaya.com/glossary/head-pose-estimation 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ba%C5%9F%20Pozu%20Tahmini&category=bilgisayarli-goru Yüzün veya başın uzaydaki yönelimini açı değerleriyle tahmin eden geometrik analiz görevi. Baş Pozu Tahmini https://sukruyusufkaya.com/en/glossary/head-pose-estimation 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Head%20Pose%20Estimation&category=bilgisayarli-goru A geometric analysis task that estimates the orientation of the face or head in space through angle values. Head Pose Estimation https://sukruyusufkaya.com/glossary/face-anti-spoofing 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Y%C3%BCz%20Sahtecili%C4%9Fi%20%C3%96nleme&category=bilgisayarli-goru Basılı fotoğraf, ekran gösterimi veya maske gibi saldırıları gerçek yüz erişiminden ayırmayı amaçlayan güvenlik görevi. Yüz Sahteciliği Önleme https://sukruyusufkaya.com/en/glossary/face-anti-spoofing 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Face%20Anti-Spoofing&category=bilgisayarli-goru A security task that aims to distinguish attacks such as printed photos, replay screens, or masks from genuine face access. Face Anti-Spoofing https://sukruyusufkaya.com/glossary/vision-transformer-features 2026-05-25T16:56:22.638Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Vision%20Transformer%20%C3%96zellikleri&category=bilgisayarli-goru Görüntüyü yama tabanlı tokenlara ayırarak küresel dikkat üzerinden temsil öğrenen modern görsel özellik yapısı. Vision Transformer Özellikleri https://sukruyusufkaya.com/en/glossary/vision-transformer-features 2026-05-25T16:56:22.638Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Vision%20Transformer%20Features&category=bilgisayarli-goru A modern visual feature structure that splits images into patch tokens and learns representations through global attention. Vision Transformer Features https://sukruyusufkaya.com/glossary/local-feature-matching 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Yerel%20%C3%96zellik%20E%C5%9Fleme&category=bilgisayarli-goru Farklı görüntülerdeki benzer yerel noktaları eşleştirerek hizalama, kayıt ve 3B çıkarım sağlayan görev. Yerel Özellik Eşleme https://sukruyusufkaya.com/en/glossary/local-feature-matching 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Local%20Feature%20Matching&category=bilgisayarli-goru A task that matches similar local points across images to enable alignment, registration, and 3D inference. Local Feature Matching https://sukruyusufkaya.com/glossary/metric-learning-for-vision 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=G%C3%B6r%C3%BCde%20Metric%20Learning&category=bilgisayarli-goru Benzer örnekleri aynı gömme uzayında yakınlaştırıp farklı örnekleri ayırarak karşılaştırma temelli görsel sistemler kuran yaklaşım. Görüde Metric Learning https://sukruyusufkaya.com/en/glossary/metric-learning-for-vision 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Metric%20Learning%20for%20Vision&category=bilgisayarli-goru An approach that builds comparison-based visual systems by bringing similar examples closer and separating different ones in embedding space. Metric Learning for Vision https://sukruyusufkaya.com/glossary/contrastive-visual-pretraining 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kar%C5%9F%C4%B1tsal%20G%C3%B6rsel%20%C3%96n%20E%C4%9Fitim&category=bilgisayarli-goru Benzer görsel örnekleri yakın, farklı örnekleri uzak temsil uzayına taşıyarak güçlü görsel özellikler öğrenen yaklaşım. Karşıtsal Görsel Ön Eğitim https://sukruyusufkaya.com/en/glossary/contrastive-visual-pretraining 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Contrastive%20Visual%20Pretraining&category=bilgisayarli-goru An approach that learns strong visual features by bringing similar images close and pushing dissimilar ones apart in representation space. Contrastive Visual Pretraining https://sukruyusufkaya.com/glossary/promptable-segmentation 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Promptlanabilir%20Segmentasyon&category=bilgisayarli-goru Nokta, kutu veya metin gibi istemlerle yönlendirilerek segmentasyon yapan esnek görsel ayrıştırma yaklaşımı. Promptlanabilir Segmentasyon https://sukruyusufkaya.com/en/glossary/promptable-segmentation 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Promptable%20Segmentation&category=bilgisayarli-goru A flexible visual separation approach that performs segmentation guided by prompts such as points, boxes, or text. Promptable Segmentation https://sukruyusufkaya.com/glossary/boundary-aware-segmentation 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=S%C4%B1n%C4%B1r%20Duyarl%C4%B1%20Segmentasyon&category=bilgisayarli-goru Nesne kenarlarını daha hassas modelleyerek maske kalitesini artırmayı hedefleyen segmentasyon yaklaşımı. Sınır Duyarlı Segmentasyon https://sukruyusufkaya.com/en/glossary/boundary-aware-segmentation 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Boundary-Aware%20Segmentation&category=bilgisayarli-goru A segmentation approach that aims to improve mask quality by modeling object boundaries more precisely. Boundary-Aware Segmentation https://sukruyusufkaya.com/glossary/semi-supervised-segmentation 2026-05-25T10:56:44.088Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Yar%C4%B1%20Denetimli%20Segmentasyon&category=bilgisayarli-goru Az sayıdaki etiketli örnek ile çok sayıdaki etiketsiz görüntüyü birlikte kullanarak segmentasyon kalitesini artıran yaklaşım. Yarı Denetimli Segmentasyon https://sukruyusufkaya.com/en/glossary/semi-supervised-segmentation 2026-05-25T10:56:44.088Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Semi-Supervised%20Segmentation&category=bilgisayarli-goru An approach that improves segmentation quality by using a small set of labeled examples together with many unlabeled images. Semi-Supervised Segmentation https://sukruyusufkaya.com/glossary/weakly-supervised-segmentation 2026-05-25T16:38:17.850Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Zay%C4%B1f%20Denetimli%20Segmentasyon&category=bilgisayarli-goru Piksel maskeleri yerine daha ucuz etiketlerle segmentasyon öğrenmeyi amaçlayan yaklaşım. Zayıf Denetimli Segmentasyon https://sukruyusufkaya.com/en/glossary/weakly-supervised-segmentation 2026-05-25T16:38:17.850Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Weakly%20Supervised%20Segmentation&category=bilgisayarli-goru An approach that aims to learn segmentation from cheaper labels instead of full pixel masks. Weakly Supervised Segmentation https://sukruyusufkaya.com/glossary/open-world-object-detection 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=A%C3%A7%C4%B1k%20D%C3%BCnya%20Nesne%20Tespiti&category=bilgisayarli-goru Modelin yalnızca bilinen nesneleri tespit etmekle kalmayıp bilinmeyen nesneleri de ayrı bir kategori olarak yönetebilmesini hedefleyen yaklaşım. Açık Dünya Nesne Tespiti https://sukruyusufkaya.com/en/glossary/open-world-object-detection 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Open-World%20Object%20Detection&category=bilgisayarli-goru An approach that aims for a model not only to detect known objects but also to handle unknown ones as a separate category. Open-World Object Detection https://sukruyusufkaya.com/glossary/oriented-object-detection 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Y%C3%B6nelimli%20Nesne%20Tespiti&category=bilgisayarli-goru Döndürülmüş veya eğik nesneleri eksen hizalı kutular yerine açılı kutularla tespit etmeye odaklanan görev. Yönelimli Nesne Tespiti https://sukruyusufkaya.com/en/glossary/oriented-object-detection 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Oriented%20Object%20Detection&category=bilgisayarli-goru A task focused on detecting rotated or tilted objects with angled boxes instead of axis-aligned boxes. Oriented Object Detection https://sukruyusufkaya.com/glossary/deformable-detr 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Deformable%20DETR&category=bilgisayarli-goru Transformer tabanlı tespitte dikkat hesaplamasını daha seçici hale getirerek yakınsama hızını ve küçük nesne başarısını artıran yaklaşım. Deformable DETR https://sukruyusufkaya.com/en/glossary/deformable-detr 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Deformable%20DETR&category=bilgisayarli-goru An approach in transformer-based detection that makes attention computation more selective, improving convergence speed and small-object performance. Deformable DETR https://sukruyusufkaya.com/glossary/knowledge-distillation-in-vision 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=G%C3%B6r%C3%BCde%20Knowledge%20Distillation&category=bilgisayarli-goru Büyük ve güçlü bir görsel modelin bilgisini daha küçük ve verimli bir modele aktarma yaklaşımı. Görüde Knowledge Distillation https://sukruyusufkaya.com/en/glossary/knowledge-distillation-in-vision 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Knowledge%20Distillation%20in%20Vision&category=bilgisayarli-goru An approach for transferring knowledge from a large, powerful vision model into a smaller and more efficient one. Knowledge Distillation in Vision https://sukruyusufkaya.com/glossary/long-tailed-recognition 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Uzun%20Kuyruklu%20Tan%C4%B1ma&category=bilgisayarli-goru Bazı sınıfların çok bol, bazılarının ise çok az örneğe sahip olduğu dengesiz veri dağılımlarında güçlü tanıma yapmayı amaçlayan problem. Uzun Kuyruklu Tanıma https://sukruyusufkaya.com/en/glossary/long-tailed-recognition 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Long-Tailed%20Recognition&category=bilgisayarli-goru A problem focused on strong recognition under imbalanced data distributions where some classes are abundant and others are scarce. Long-Tailed Recognition https://sukruyusufkaya.com/glossary/few-shot-image-classification 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Few-Shot%20G%C3%B6r%C3%BCnt%C3%BC%20S%C4%B1n%C4%B1fland%C4%B1rma&category=bilgisayarli-goru Her sınıf için çok az örnek varken yeni görsel kategorileri ayırt etmeyi amaçlayan öğrenme yaklaşımı. Few-Shot Görüntü Sınıflandırma https://sukruyusufkaya.com/en/glossary/few-shot-image-classification 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Few-Shot%20Image%20Classification&category=bilgisayarli-goru A learning approach that aims to distinguish new visual categories when only a few examples per class are available. Few-Shot Image Classification https://sukruyusufkaya.com/glossary/open-set-recognition 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=A%C3%A7%C4%B1k%20K%C3%BCme%20Tan%C4%B1ma&category=bilgisayarli-goru Modelin eğitimde görmediği sınıfları yanlış güvenle etiketlemek yerine bilinmeyen olarak işaretleyebilmesini hedefleyen yaklaşım. Açık Küme Tanıma https://sukruyusufkaya.com/en/glossary/open-set-recognition 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Open-Set%20Recognition&category=bilgisayarli-goru An approach that enables a model to flag unseen classes as unknown instead of assigning them an overconfident incorrect label. Open-Set Recognition https://sukruyusufkaya.com/glossary/image-registration 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=G%C3%B6r%C3%BCnt%C3%BC%20Kayd%C4%B1&category=bilgisayarli-goru Farklı zaman, açı veya sensörlerden gelen görüntüleri ortak koordinat sisteminde hizalama süreci. Görüntü Kaydı https://sukruyusufkaya.com/en/glossary/image-registration 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Image%20Registration&category=bilgisayarli-goru The process of aligning images from different times, viewpoints, or sensors within a common coordinate system. Image Registration https://sukruyusufkaya.com/glossary/color-constancy 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Renk%20Sabitli%C4%9Fi&category=bilgisayarli-goru Farklı aydınlatma koşullarında nesne renklerini daha tutarlı biçimde algılamayı amaçlayan görüntü işleme yaklaşımı. Renk Sabitliği https://sukruyusufkaya.com/en/glossary/color-constancy 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Color%20Constancy&category=bilgisayarli-goru An image-processing approach that aims to perceive object colors more consistently under varying illumination conditions. Color Constancy https://sukruyusufkaya.com/glossary/image-super-resolution 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=S%C3%BCper%20%C3%87%C3%B6z%C3%BCn%C3%BCrl%C3%BCk&category=bilgisayarli-goru Düşük çözünürlüklü görüntülerden daha ayrıntılı ve yüksek çözünürlüklü görseller üretmeye odaklanan restorasyon yaklaşımı. Süper Çözünürlük https://sukruyusufkaya.com/en/glossary/image-super-resolution 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Image%20Super-Resolution&category=bilgisayarli-goru A restoration approach focused on generating more detailed high-resolution images from low-resolution inputs. Image Super-Resolution https://sukruyusufkaya.com/glossary/image-deblurring 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=G%C3%B6r%C3%BCnt%C3%BC%20Netle%C5%9Ftirme&category=bilgisayarli-goru Hareket, odak hatası veya kamera titreşimi kaynaklı bulanıklığı azaltarak görsel bilginin geri kazanılmasını amaçlayan restorasyon görevi. Görüntü Netleştirme https://sukruyusufkaya.com/en/glossary/image-deblurring 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Image%20Deblurring&category=bilgisayarli-goru A restoration task that aims to recover visual information by reducing blur caused by motion, focus error, or camera shake. Image Deblurring https://sukruyusufkaya.com/glossary/multimodal-grounding 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%87ok%20Modlu%20Grounding&category=bilgisayarli-goru Dilsel ifadeleri görüntü içindeki doğru bölge, nesne veya görsel yapıyla eşleme süreci. Çok Modlu Grounding https://sukruyusufkaya.com/en/glossary/multimodal-grounding 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Multimodal%20Grounding&category=bilgisayarli-goru The process of aligning linguistic expressions with the correct region, object, or visual structure in an image. Multimodal Grounding https://sukruyusufkaya.com/glossary/open-vocabulary-detection 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=A%C3%A7%C4%B1k%20Kelime%20Da%C4%9Farc%C4%B1kl%C4%B1%20Tespit&category=bilgisayarli-goru Sabit sınıf listeleri yerine doğal dil etiketleriyle daha geniş nesne dünyasını algılayabilen tespit yaklaşımı. Açık Kelime Dağarcıklı Tespit https://sukruyusufkaya.com/en/glossary/open-vocabulary-detection 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Open-Vocabulary%20Detection&category=bilgisayarli-goru A detection approach that can perceive a broader object world using natural language labels instead of fixed class lists. Open-Vocabulary Detection https://sukruyusufkaya.com/glossary/image-text-contrastive-learning 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=G%C3%B6r%C3%BCnt%C3%BC-Metin%20Kar%C5%9F%C4%B1tsal%20%C3%96%C4%9Frenme&category=bilgisayarli-goru İlgili görüntü ve metin çiftlerini ortak uzayda yakınlaştırıp ilgisiz olanları uzaklaştırarak çok modlu temsil öğrenen yaklaşım. Görüntü-Metin Karşıtsal Öğrenme https://sukruyusufkaya.com/en/glossary/image-text-contrastive-learning 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Image-Text%20Contrastive%20Learning&category=bilgisayarli-goru An approach that learns multimodal representations by bringing related image-text pairs together and pushing unrelated pairs apart in a shared space. Image-Text Contrastive Learning https://sukruyusufkaya.com/glossary/visual-question-answering 2026-05-25T16:53:35.492Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=G%C3%B6rsel%20Soru%20Cevaplama&category=bilgisayarli-goru Bir görüntüye ilişkin doğal dil sorularını görsel bağlama dayanarak yanıtlayan çok modlu görev. Görsel Soru Cevaplama https://sukruyusufkaya.com/en/glossary/visual-question-answering 2026-05-25T16:53:35.492Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Visual%20Question%20Answering&category=bilgisayarli-goru A multimodal task that answers natural language questions about an image based on visual context. Visual Question Answering https://sukruyusufkaya.com/glossary/image-captioning 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=G%C3%B6r%C3%BCnt%C3%BC%20A%C3%A7%C4%B1klama%20%C3%9Cretimi&category=bilgisayarli-goru Bir görüntünün içeriğini doğal dilde akıcı ve anlamlı cümlelerle ifade etme görevi. Görüntü Açıklama Üretimi https://sukruyusufkaya.com/en/glossary/image-captioning 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Image%20Captioning&category=bilgisayarli-goru The task of expressing the content of an image in fluent and meaningful natural language. Image Captioning https://sukruyusufkaya.com/glossary/vision-language-model 2026-05-25T16:57:45.454Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=G%C3%B6r%C3%BC-Dil%20Modeli&category=bilgisayarli-goru Görsel ve metinsel bilgiyi ortak temsil veya ortak üretim çerçevesinde birleştiren çok modlu model ailesi. Görü-Dil Modeli https://sukruyusufkaya.com/en/glossary/vision-language-model 2026-05-25T16:57:45.454Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Vision-Language%20Model&category=bilgisayarli-goru A multimodal model family that combines visual and textual information within a shared representation or generation framework. Vision-Language Model https://sukruyusufkaya.com/glossary/occlusion-handling 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96rt%C3%BClme%20Y%C3%B6netimi&category=bilgisayarli-goru Nesnenin kısmen veya tamamen görünmez olduğu anlarda takip ve algıyı sürdürmeye yönelik stratejiler bütünü. Örtülme Yönetimi https://sukruyusufkaya.com/en/glossary/occlusion-handling 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Occlusion%20Handling&category=bilgisayarli-goru A set of strategies aimed at maintaining detection and tracking when the object becomes partially or fully invisible. Occlusion Handling https://sukruyusufkaya.com/glossary/re-identification 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Yeniden%20Kimliklendirme&category=bilgisayarli-goru Bir nesne veya kişinin farklı kameralar ya da zaman aralıkları arasında yeniden eşlenmesini sağlayan görev. Yeniden Kimliklendirme https://sukruyusufkaya.com/en/glossary/re-identification 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Re-Identification&category=bilgisayarli-goru A task that enables the re-matching of an object or person across cameras or separated time intervals. Re-Identification https://sukruyusufkaya.com/glossary/data-association 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20%C4%B0li%C5%9Fkilendirme&category=bilgisayarli-goru Farklı karelerdeki nesne gözlemlerini aynı fiziksel hedefle eşleştirme problemi. Veri İlişkilendirme https://sukruyusufkaya.com/en/glossary/data-association 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Association&category=bilgisayarli-goru The problem of matching object observations across frames to the same physical target. Data Association https://sukruyusufkaya.com/glossary/tracking-by-detection 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Detection%20Tabanl%C4%B1%20Takip&category=bilgisayarli-goru Her karede nesne tespiti yapıp sonuçları zaman boyunca eşleyerek takip oluşturan yaygın yaklaşım. Detection Tabanlı Takip https://sukruyusufkaya.com/en/glossary/tracking-by-detection 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Tracking-by-Detection&category=bilgisayarli-goru A common approach that performs object detection on each frame and builds tracks by associating detections over time. Tracking-by-Detection https://sukruyusufkaya.com/glossary/multi-object-tracking 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%87oklu%20Nesne%20Takibi&category=bilgisayarli-goru Bir videoda birden fazla nesnenin hem konumunu hem kimlik sürekliliğini zaman boyunca koruyan görev. Çoklu Nesne Takibi https://sukruyusufkaya.com/en/glossary/multi-object-tracking 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Multi-Object%20Tracking&category=bilgisayarli-goru A task that maintains both localization and identity continuity for multiple objects over time in video. Multi-Object Tracking https://sukruyusufkaya.com/glossary/single-object-tracking 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Tek%20Nesne%20Takibi&category=bilgisayarli-goru Videoda seçilen bir nesnenin konumunu zaman boyunca sürekli güncelleyerek izleme görevi. Tek Nesne Takibi https://sukruyusufkaya.com/en/glossary/single-object-tracking 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Single%20Object%20Tracking&category=bilgisayarli-goru A task that continuously updates the location of a selected object over time in video. Single Object Tracking https://sukruyusufkaya.com/glossary/multi-camera-video-analytics 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%87ok%20Kameral%C4%B1%20Video%20Analiti%C4%9Fi&category=bilgisayarli-goru Birden fazla kamera akışını birlikte analiz ederek daha geniş sahne ve davranış anlayışı sağlayan yaklaşım. Çok Kameralı Video Analitiği https://sukruyusufkaya.com/en/glossary/multi-camera-video-analytics 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Multi-Camera%20Video%20Analytics&category=bilgisayarli-goru An approach that jointly analyzes multiple camera streams to provide broader scene and behavior understanding. Multi-Camera Video Analytics https://sukruyusufkaya.com/glossary/temporal-action-localization 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Zamansal%20Aksiyon%20Lokalizasyonu&category=bilgisayarli-goru Bir videoda eylemin yalnızca türünü değil, hangi zaman aralığında gerçekleştiğini de belirleyen görev. Zamansal Aksiyon Lokalizasyonu https://sukruyusufkaya.com/en/glossary/temporal-action-localization 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Temporal%20Action%20Localization&category=bilgisayarli-goru A task that identifies not only the action type in a video but also the time interval in which it occurs. Temporal Action Localization https://sukruyusufkaya.com/glossary/video-anomaly-detection 2026-05-25T17:01:56.031Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Videoda%20Anomali%20Tespiti&category=bilgisayarli-goru Normal davranış örüntülerinden sapmaları video akışı üzerinde tespit etmeye odaklanan görev. Videoda Anomali Tespiti https://sukruyusufkaya.com/en/glossary/video-anomaly-detection 2026-05-25T17:01:56.031Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Video%20Anomaly%20Detection&category=bilgisayarli-goru A task focused on detecting deviations from normal behavior patterns in video streams. Video Anomaly Detection https://sukruyusufkaya.com/glossary/video-summarization 2026-05-25T17:00:41.258Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Video%20%C3%96zetleme&category=bilgisayarli-goru Uzun video akışını bilgi kaybını azaltarak daha kısa, temsil gücü yüksek özet bölümlere dönüştüren görev. Video Özetleme https://sukruyusufkaya.com/en/glossary/video-summarization 2026-05-25T17:00:41.258Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Video%20Summarization&category=bilgisayarli-goru A task that compresses long video streams into shorter, high-representation summaries with minimal information loss. Video Summarization https://sukruyusufkaya.com/glossary/shot-boundary-detection 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Plan%20Ge%C3%A7i%C5%9Fi%20Tespiti&category=bilgisayarli-goru Videodaki sahne veya kamera planı değişimlerini belirleyerek yapısal video analizi sağlayan görev. Plan Geçişi Tespiti https://sukruyusufkaya.com/en/glossary/shot-boundary-detection 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Shot%20Boundary%20Detection&category=bilgisayarli-goru A task that identifies scene or camera-shot transitions in video to enable structural video analysis. Shot Boundary Detection https://sukruyusufkaya.com/glossary/action-recognition 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Aksiyon%20Tan%C4%B1ma&category=bilgisayarli-goru Video içindeki insan veya nesne hareketlerinden belirli eylem sınıflarını tanımaya odaklanan görev. Aksiyon Tanıma https://sukruyusufkaya.com/en/glossary/action-recognition 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Action%20Recognition&category=bilgisayarli-goru A task focused on recognizing action classes from human or object motion in video. Action Recognition https://sukruyusufkaya.com/glossary/document-parsing 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Belge%20Ayr%C4%B1%C5%9Ft%C4%B1rma&category=bilgisayarli-goru Belgeyi metin, yapı, alan ve hiyerarşi düzeyinde çözüp makine tarafından işlenebilir temsile dönüştüren süreç. Belge Ayrıştırma https://sukruyusufkaya.com/en/glossary/document-parsing 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Document%20Parsing&category=bilgisayarli-goru A process that decomposes a document into text, structure, fields, and hierarchy to produce a machine-processable representation. Document Parsing https://sukruyusufkaya.com/glossary/key-value-extraction 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Anahtar-De%C4%9Fer%20%C3%87%C4%B1kar%C4%B1m%C4%B1&category=bilgisayarli-goru Belgedeki alan isimleri ile karşılık gelen içerikleri eşleştirerek yapılandırılmış veri oluşturan görev. Anahtar-Değer Çıkarımı https://sukruyusufkaya.com/en/glossary/key-value-extraction 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Key-Value%20Extraction&category=bilgisayarli-goru A task that matches field names with their corresponding values in a document to create structured data. Key-Value Extraction https://sukruyusufkaya.com/glossary/table-structure-recognition 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Tablo%20Yap%C4%B1s%C4%B1%20Tan%C4%B1ma&category=bilgisayarli-goru Belgedeki tablo satır, sütun ve hücre ilişkilerini çıkararak veriyi makine tarafından kullanılabilir hale getiren görev. Tablo Yapısı Tanıma https://sukruyusufkaya.com/en/glossary/table-structure-recognition 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Table%20Structure%20Recognition&category=bilgisayarli-goru A task that extracts row, column, and cell relationships in document tables so the data becomes machine-usable. Table Structure Recognition https://sukruyusufkaya.com/glossary/layout-analysis 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Belge%20Yerle%C5%9Fim%20Analizi&category=bilgisayarli-goru Belgedeki başlık, paragraf, tablo, görsel ve alan bloklarını yapısal olarak ayıran Document AI görevi. Belge Yerleşim Analizi https://sukruyusufkaya.com/en/glossary/layout-analysis 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Layout%20Analysis&category=bilgisayarli-goru A Document AI task that structurally separates titles, paragraphs, tables, images, and layout blocks in a document. Layout Analysis https://sukruyusufkaya.com/glossary/text-detection-in-documents 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Belge%20%C4%B0%C3%A7inde%20Metin%20Tespiti&category=bilgisayarli-goru Karakter tanımadan önce yazı bölgelerinin konumunu belirleyen document vision görevi. Belge İçinde Metin Tespiti https://sukruyusufkaya.com/en/glossary/text-detection-in-documents 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Text%20Detection%20in%20Documents&category=bilgisayarli-goru A document vision task that locates text regions before character recognition is performed. Text Detection in Documents https://sukruyusufkaya.com/glossary/optical-character-recognition 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Optik%20Karakter%20Tan%C4%B1ma&category=bilgisayarli-goru Görüntü veya belge içindeki yazıyı makine tarafından işlenebilir metne dönüştüren temel Document AI görevi. Optik Karakter Tanıma https://sukruyusufkaya.com/en/glossary/optical-character-recognition 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Optical%20Character%20Recognition&category=bilgisayarli-goru A core Document AI task that converts text within images or documents into machine-processable text. Optical Character Recognition https://sukruyusufkaya.com/glossary/facial-expression-recognition 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Y%C3%BCz%20%C4%B0fadesi%20Tan%C4%B1ma&category=bilgisayarli-goru Yüz kas hareketlerinden duygusal veya davranışsal ifade türlerini tahmin etmeye odaklanan görev. Yüz İfadesi Tanıma https://sukruyusufkaya.com/en/glossary/facial-expression-recognition 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Facial%20Expression%20Recognition&category=bilgisayarli-goru A task focused on predicting emotional or behavioral expression types from facial muscle movement patterns. Facial Expression Recognition https://sukruyusufkaya.com/glossary/face-verification 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Y%C3%BCz%20Do%C4%9Frulama&category=bilgisayarli-goru İki yüz görüntüsünün aynı kişiye ait olup olmadığını değerlendiren ikili karar problemi. Yüz Doğrulama https://sukruyusufkaya.com/en/glossary/face-verification 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Face%20Verification&category=bilgisayarli-goru A binary decision problem that evaluates whether two face images belong to the same person. Face Verification https://sukruyusufkaya.com/glossary/face-recognition 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Y%C3%BCz%20Tan%C4%B1ma&category=bilgisayarli-goru Yüz görüntüsünden kimlik benzeri ayrıştırıcı temsil üreterek kişileri ayırt etmeye odaklanan görev. Yüz Tanıma https://sukruyusufkaya.com/en/glossary/face-recognition 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Face%20Recognition&category=bilgisayarli-goru A task focused on distinguishing individuals by producing identity-like discriminative representations from face images. Face Recognition https://sukruyusufkaya.com/glossary/face-alignment 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Y%C3%BCz%20Hizalama&category=bilgisayarli-goru Yüzü ortak geometrik referansa oturtarak sonraki analiz görevlerini daha tutarlı hale getiren işlem. Yüz Hizalama https://sukruyusufkaya.com/en/glossary/face-alignment 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Face%20Alignment&category=bilgisayarli-goru A process that places the face into a common geometric reference frame to make downstream analysis more consistent. Face Alignment https://sukruyusufkaya.com/glossary/facial-landmark-detection 2026-05-25T16:58:07.060Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Y%C3%BCz%20%C4%B0%C5%9Faret%20Noktas%C4%B1%20Tespiti&category=bilgisayarli-goru Göz, burun, ağız ve çene gibi yüz anatomisinin kilit noktalarını belirleyen hassas görü görevi. Yüz İşaret Noktası Tespiti https://sukruyusufkaya.com/en/glossary/facial-landmark-detection 2026-05-25T16:58:07.060Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Facial%20Landmark%20Detection&category=bilgisayarli-goru A fine-grained vision task that identifies key points of face anatomy such as eyes, nose, mouth, and jaw. Facial Landmark Detection https://sukruyusufkaya.com/glossary/face-detection 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Y%C3%BCz%20Tespiti&category=bilgisayarli-goru Bir görüntü veya videoda yüz bölgelerinin konumunu belirlemeye odaklanan temel yüz analizi görevi. Yüz Tespiti https://sukruyusufkaya.com/en/glossary/face-detection 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Face%20Detection&category=bilgisayarli-goru A core face analysis task focused on locating face regions in an image or video. Face Detection https://sukruyusufkaya.com/glossary/self-supervised-visual-features 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kendinden%20Denetimli%20G%C3%B6rsel%20%C3%96zellikler&category=bilgisayarli-goru Etiket gerektirmeden öğrenilen ve çok sayıda aşağı akış görü görevinde yeniden kullanılabilen görsel temsiller. Kendinden Denetimli Görsel Özellikler https://sukruyusufkaya.com/en/glossary/self-supervised-visual-features 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Self-Supervised%20Visual%20Features&category=bilgisayarli-goru Visual representations learned without labels that can be reused across many downstream vision tasks. Self-Supervised Visual Features https://sukruyusufkaya.com/glossary/cnn-feature-maps 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=CNN%20%C3%96zellik%20Haritalar%C4%B1&category=bilgisayarli-goru Evrişim katmanlarının öğrendiği ara temsiller olarak görsel örüntüleri farklı soyutlama seviyelerinde taşıyan yapılar. CNN Özellik Haritaları https://sukruyusufkaya.com/en/glossary/cnn-feature-maps 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=CNN%20Feature%20Maps&category=bilgisayarli-goru Intermediate representations learned by convolutional layers that carry visual patterns at different abstraction levels. CNN Feature Maps https://sukruyusufkaya.com/glossary/hog-features 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=HOG%20%C3%96zellikleri&category=bilgisayarli-goru Yerel gradyan yönelim dağılımlarını kullanarak şekil ve kenar yapısını temsil eden klasik özellik çıkarımı yaklaşımı. HOG Özellikleri https://sukruyusufkaya.com/en/glossary/hog-features 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=HOG%20Features&category=bilgisayarli-goru A classical feature extraction approach that represents shape and edge structure through local gradient orientation distributions. HOG Features https://sukruyusufkaya.com/glossary/sift-descriptor 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=SIFT%20Tan%C4%B1mlay%C4%B1c%C4%B1s%C4%B1&category=bilgisayarli-goru Ölçek ve döndürmeye dayanıklı yerel görsel özellikler üreten klasik ama etkili tanımlayıcı yöntemi. SIFT Tanımlayıcısı https://sukruyusufkaya.com/en/glossary/sift-descriptor 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=SIFT%20Descriptor&category=bilgisayarli-goru A classical but effective descriptor method that produces local visual features robust to scale and rotation. SIFT Descriptor https://sukruyusufkaya.com/glossary/keypoint-detection 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Anahtar%20Nokta%20Tespiti&category=bilgisayarli-goru Görüntüde ayırt edici ve tekrarlanabilir yerel noktaları bularak eşleme ve hizalama görevlerini destekleyen işlem. Anahtar Nokta Tespiti https://sukruyusufkaya.com/en/glossary/keypoint-detection 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Keypoint%20Detection&category=bilgisayarli-goru An operation that finds distinctive and repeatable local points in an image to support matching and alignment tasks. Keypoint Detection https://sukruyusufkaya.com/glossary/edge-detection 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kenar%20Tespiti&category=bilgisayarli-goru Yoğunluk değişimlerinin yüksek olduğu sınırları bularak görüntü yapısını özetleyen klasik özellik çıkarımı görevi. Kenar Tespiti https://sukruyusufkaya.com/en/glossary/edge-detection 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Edge%20Detection&category=bilgisayarli-goru A classical feature extraction task that summarizes image structure by finding boundaries with strong intensity changes. Edge Detection https://sukruyusufkaya.com/glossary/mask-refinement 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Maske%20%C4%B0yile%C5%9Ftirme&category=bilgisayarli-goru İlk segmentasyon çıktısını sınır kalitesi ve detay düzeyi açısından daha hassas hale getiren düzeltme süreci. Maske İyileştirme https://sukruyusufkaya.com/en/glossary/mask-refinement 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Mask%20Refinement&category=bilgisayarli-goru A refinement process that improves an initial segmentation output in terms of boundary quality and detail precision. Mask Refinement https://sukruyusufkaya.com/glossary/dice-coefficient 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Dice%20Katsay%C4%B1s%C4%B1&category=bilgisayarli-goru Tahmin edilen maske ile gerçek maske örtüşmesini ölçen segmentasyon odaklı değerlendirme metriği. Dice Katsayısı https://sukruyusufkaya.com/en/glossary/dice-coefficient 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Dice%20Coefficient&category=bilgisayarli-goru A segmentation-focused evaluation metric that measures overlap between predicted and ground-truth masks. Dice Coefficient https://sukruyusufkaya.com/glossary/u-net 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=U-Net&category=bilgisayarli-goru Özellikle biyomedikal ve piksel düzeyli görevlerde etkili olan encoder-decoder tabanlı segmentasyon mimarisi. U-Net https://sukruyusufkaya.com/en/glossary/u-net 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=U-Net&category=bilgisayarli-goru An encoder-decoder segmentation architecture especially effective in biomedical and pixel-level tasks. U-Net https://sukruyusufkaya.com/glossary/panoptic-segmentation 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Panoptic%20Segmentasyon&category=bilgisayarli-goru Hem sahne sınıflarını hem de ayrı nesne örneklerini tek çatı altında modelleyen birleşik segmentasyon görevi. Panoptic Segmentasyon https://sukruyusufkaya.com/en/glossary/panoptic-segmentation 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Panoptic%20Segmentation&category=bilgisayarli-goru A unified segmentation task that models both scene classes and separate object instances under a single framework. Panoptic Segmentation https://sukruyusufkaya.com/glossary/instance-segmentation 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Instance%20Segmentasyon&category=bilgisayarli-goru Aynı sınıfa ait nesneleri ayrı ayrı ayırt ederek her biri için piksel maskesi üreten görev. Instance Segmentasyon https://sukruyusufkaya.com/en/glossary/instance-segmentation 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Instance%20Segmentation&category=bilgisayarli-goru A task that distinguishes individual objects of the same class and produces a pixel mask for each one. Instance Segmentation https://sukruyusufkaya.com/glossary/semantic-segmentation 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Semantik%20Segmentasyon&category=bilgisayarli-goru Görüntüdeki her piksele sınıf etiketi atayarak sahnenin piksel düzeyinde anlaşılmasını sağlayan görev. Semantik Segmentasyon https://sukruyusufkaya.com/en/glossary/semantic-segmentation 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Semantic%20Segmentation&category=bilgisayarli-goru A task that assigns a class label to every pixel in an image for pixel-level scene understanding. Semantic Segmentation https://sukruyusufkaya.com/glossary/mean-average-precision 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Mean%20Average%20Precision&category=bilgisayarli-goru Nesne tespiti performansını sınıflar ve eşik seviyeleri üzerinden özetleyen temel değerlendirme metriği. Mean Average Precision https://sukruyusufkaya.com/en/glossary/mean-average-precision 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Mean%20Average%20Precision&category=bilgisayarli-goru A core evaluation metric that summarizes object detection performance across classes and threshold settings. Mean Average Precision https://sukruyusufkaya.com/glossary/non-maximum-suppression 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Non-Maximum%20Suppression&category=bilgisayarli-goru Aynı nesne için üretilen fazla sayıdaki örtüşen kutuyu filtreleyerek daha temiz tespit çıktısı oluşturan işlem. Non-Maximum Suppression https://sukruyusufkaya.com/en/glossary/non-maximum-suppression 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Non-Maximum%20Suppression&category=bilgisayarli-goru An operation that filters overlapping boxes produced for the same object in order to create cleaner detection output. Non-Maximum Suppression https://sukruyusufkaya.com/glossary/two-stage-detector 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C4%B0ki%20A%C5%9Famal%C4%B1%20Tespit%20Edici&category=bilgisayarli-goru Önce aday bölge önerip sonra bu bölgeleri sınıflandırarak daha hassas nesne tespiti yapan mimari yaklaşım. İki Aşamalı Tespit Edici https://sukruyusufkaya.com/en/glossary/two-stage-detector 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Two-Stage%20Detector&category=bilgisayarli-goru An architectural approach that first proposes candidate regions and then classifies them for more precise object detection. Two-Stage Detector https://sukruyusufkaya.com/glossary/one-stage-detector 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Tek%20A%C5%9Famal%C4%B1%20Tespit%20Edici&category=bilgisayarli-goru Nesne önerisi ve sınıflandırmayı tek ileri geçişte birleştirerek hızlı tespit yapan model ailesi. Tek Aşamalı Tespit Edici https://sukruyusufkaya.com/en/glossary/one-stage-detector 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=One-Stage%20Detector&category=bilgisayarli-goru A family of models that performs fast detection by combining proposal generation and classification in a single forward pass. One-Stage Detector https://sukruyusufkaya.com/glossary/anchor-boxes 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Anchor%20Box&category=bilgisayarli-goru Farklı ölçek ve oranlardaki hazır kutu adaylarını kullanarak nesne tespitini kolaylaştıran tasarım yaklaşımı. Anchor Box https://sukruyusufkaya.com/en/glossary/anchor-boxes 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Anchor%20Boxes&category=bilgisayarli-goru A design approach that facilitates object detection by using predefined candidate boxes of different scales and aspect ratios. Anchor Boxes https://sukruyusufkaya.com/glossary/bounding-box-regression 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Bounding%20Box%20Regresyonu&category=bilgisayarli-goru Bir nesnenin görüntü içindeki konumunu ve boyutunu koordinat olarak tahmin eden tespit alt görevi. Bounding Box Regresyonu https://sukruyusufkaya.com/en/glossary/bounding-box-regression 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Bounding%20Box%20Regression&category=bilgisayarli-goru A detection subtask that predicts an object’s location and size in an image as coordinates. Bounding Box Regression https://sukruyusufkaya.com/glossary/hierarchical-image-classification 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Hiyerar%C5%9Fik%20G%C3%B6r%C3%BCnt%C3%BC%20S%C4%B1n%C4%B1fland%C4%B1rma&category=bilgisayarli-goru Sınıf etiketlerinin üst-alt taksonomi yapısında düzenlendiği çok seviyeli görsel sınıflandırma problemi. Hiyerarşik Görüntü Sınıflandırma https://sukruyusufkaya.com/en/glossary/hierarchical-image-classification 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Hierarchical%20Image%20Classification&category=bilgisayarli-goru A multi-level visual classification problem in which class labels are organized in a parent-child taxonomy. Hierarchical Image Classification https://sukruyusufkaya.com/glossary/zero-shot-image-classification 2026-05-25T16:11:53.201Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Zero-Shot%20G%C3%B6r%C3%BCnt%C3%BC%20S%C4%B1n%C4%B1fland%C4%B1rma&category=bilgisayarli-goru Modelin yeni sınıfları ek eğitim olmadan metinsel açıklamalar veya ortak temsil uzayı üzerinden tanıyabilmesi yaklaşımı. Zero-Shot Görüntü Sınıflandırma https://sukruyusufkaya.com/en/glossary/zero-shot-image-classification 2026-05-25T16:11:53.201Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Zero-Shot%20Image%20Classification&category=bilgisayarli-goru An approach in which a model recognizes new classes without additional training through textual descriptions or shared representation space. Zero-Shot Image Classification https://sukruyusufkaya.com/glossary/transfer-learning-in-vision 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=G%C3%B6r%C3%BCde%20Transfer%20Learning&category=bilgisayarli-goru Büyük veriyle önceden eğitilmiş görsel modellerin yeni görevler için yeniden kullanılmasına dayanan yaklaşım. Görüde Transfer Learning https://sukruyusufkaya.com/en/glossary/transfer-learning-in-vision 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Transfer%20Learning%20in%20Vision&category=bilgisayarli-goru An approach based on reusing visual models pretrained on large datasets for new tasks. Transfer Learning in Vision https://sukruyusufkaya.com/glossary/fine-grained-image-classification 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C4%B0nce%20Ayr%C4%B1nt%C4%B1l%C4%B1%20G%C3%B6r%C3%BCnt%C3%BC%20S%C4%B1n%C4%B1fland%C4%B1rma&category=bilgisayarli-goru Birbirine çok benzeyen alt sınıfları ayırt etmeye odaklanan yüksek çözünürlüklü sınıflandırma problemi. İnce Ayrıntılı Görüntü Sınıflandırma https://sukruyusufkaya.com/en/glossary/fine-grained-image-classification 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Fine-Grained%20Image%20Classification&category=bilgisayarli-goru A high-resolution classification problem focused on distinguishing highly similar subcategories. Fine-Grained Image Classification https://sukruyusufkaya.com/glossary/multi-label-image-classification 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%87ok%20Etiketli%20G%C3%B6r%C3%BCnt%C3%BC%20S%C4%B1n%C4%B1fland%C4%B1rma&category=bilgisayarli-goru Bir görüntünün aynı anda birden fazla sınıfa ait olabildiği daha gerçekçi sınıflandırma problemi. Çok Etiketli Görüntü Sınıflandırma https://sukruyusufkaya.com/en/glossary/multi-label-image-classification 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Multi-Label%20Image%20Classification&category=bilgisayarli-goru A more realistic classification problem in which an image can belong to multiple classes at the same time. Multi-Label Image Classification https://sukruyusufkaya.com/glossary/single-label-image-classification 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Tek%20Etiketli%20G%C3%B6r%C3%BCnt%C3%BC%20S%C4%B1n%C4%B1fland%C4%B1rma&category=bilgisayarli-goru Bir görüntüyü önceden tanımlı sınıflardan yalnızca birine atayan temel görü görevi. Tek Etiketli Görüntü Sınıflandırma https://sukruyusufkaya.com/en/glossary/single-label-image-classification 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Single-Label%20Image%20Classification&category=bilgisayarli-goru A fundamental vision task that assigns an image to exactly one of a set of predefined classes. Single-Label Image Classification https://sukruyusufkaya.com/glossary/geometric-transformation 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Geometrik%20D%C3%B6n%C3%BC%C5%9F%C3%BCm&category=bilgisayarli-goru Görüntü koordinatlarını yeniden düzenleyerek ölçek, döndürme, kaydırma ve perspektif değişimi uygulayan işlem ailesi. Geometrik Dönüşüm https://sukruyusufkaya.com/en/glossary/geometric-transformation 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Geometric%20Transformation&category=bilgisayarli-goru A family of operations that rearranges image coordinates to apply scaling, rotation, translation, and perspective changes. Geometric Transformation https://sukruyusufkaya.com/glossary/image-augmentation 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=G%C3%B6r%C3%BCnt%C3%BC%20Art%C4%B1rma&category=bilgisayarli-goru Eğitim verisini dönüşümlerle çeşitlendirerek modelin genelleme gücünü artıran veri odaklı teknik. Görüntü Artırma https://sukruyusufkaya.com/en/glossary/image-augmentation 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Image%20Augmentation&category=bilgisayarli-goru A data-driven technique that improves model generalization by diversifying training data through transformations. Image Augmentation https://sukruyusufkaya.com/glossary/color-space-conversion 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Renk%20Uzay%C4%B1%20D%C3%B6n%C3%BC%C5%9F%C3%BCm%C3%BC&category=bilgisayarli-goru Görüntüyü RGB dışındaki temsil uzaylarına dönüştürerek belirli görsel sinyalleri daha erişilebilir hale getiren işlem. Renk Uzayı Dönüşümü https://sukruyusufkaya.com/en/glossary/color-space-conversion 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Color%20Space%20Conversion&category=bilgisayarli-goru A process that transforms an image into representations other than RGB to make certain visual signals more accessible. Color Space Conversion https://sukruyusufkaya.com/glossary/histogram-equalization 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Histogram%20E%C5%9Fitleme&category=bilgisayarli-goru Görüntü kontrastını artırmak için yoğunluk dağılımını yeniden düzenleyen klasik iyileştirme tekniği. Histogram Eşitleme https://sukruyusufkaya.com/en/glossary/histogram-equalization 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Histogram%20Equalization&category=bilgisayarli-goru A classical enhancement technique that redistributes intensity values to improve image contrast. Histogram Equalization https://sukruyusufkaya.com/glossary/image-denoising 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=G%C3%B6r%C3%BCnt%C3%BC%20G%C3%BCr%C3%BClt%C3%BC%20Giderme&category=bilgisayarli-goru Sensör, sıkıştırma veya iletim kaynaklı gürültüyü azaltarak görüntü kalitesini iyileştirme işlemi. Görüntü Gürültü Giderme https://sukruyusufkaya.com/en/glossary/image-denoising 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Image%20Denoising&category=bilgisayarli-goru The process of improving image quality by reducing noise caused by sensors, compression, or transmission. Image Denoising https://sukruyusufkaya.com/glossary/image-normalization 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=G%C3%B6r%C3%BCnt%C3%BC%20Normalizasyonu&category=bilgisayarli-goru Piksel değerlerini belirli bir aralığa veya dağılıma getirerek model eğitimini daha kararlı hale getiren ön işleme adımı. Görüntü Normalizasyonu https://sukruyusufkaya.com/en/glossary/image-normalization 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Image%20Normalization&category=bilgisayarli-goru A preprocessing step that brings pixel values into a defined range or distribution to make model training more stable. Image Normalization https://sukruyusufkaya.com/glossary/structured-output-prompting 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Yap%C4%B1land%C4%B1r%C4%B1lm%C4%B1%C5%9F%20%C3%87%C4%B1kt%C4%B1%20Prompting&category=dogal-dil-isleme Modelden serbest metin yerine JSON, tablo veya belirli şema uyumlu çıktı üretmesini isteme tekniği. Yapılandırılmış Çıktı Prompting https://sukruyusufkaya.com/en/glossary/structured-output-prompting 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Structured%20Output%20Prompting&category=dogal-dil-isleme A technique that asks the model to produce schema-aligned outputs such as JSON or tables instead of free text. Structured Output Prompting https://sukruyusufkaya.com/glossary/retrieval-augmented-generation 2026-05-25T15:03:03.734Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Retrieval-Augmented%20Generation&category=dogal-dil-isleme Model üretimini dış bilgi kaynaklarıyla destekleyerek daha güncel ve dayanaklı yanıtlar üretmeyi amaçlayan mimari yaklaşım. Retrieval-Augmented Generation https://sukruyusufkaya.com/en/glossary/retrieval-augmented-generation 2026-05-25T15:03:03.734Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Retrieval-Augmented%20Generation&category=dogal-dil-isleme An architectural approach that supports model generation with external knowledge sources to produce more current and grounded answers. Retrieval-Augmented Generation https://sukruyusufkaya.com/glossary/chain-of-thought-prompting 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Chain-of-Thought%20Prompting&category=dogal-dil-isleme Modeli nihai cevaptan önce ara düşünme adımları üretmeye teşvik eden prompting yaklaşımı. Chain-of-Thought Prompting https://sukruyusufkaya.com/en/glossary/chain-of-thought-prompting 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Chain-of-Thought%20Prompting&category=dogal-dil-isleme A prompting approach that encourages the model to generate intermediate reasoning steps before the final answer. Chain-of-Thought Prompting https://sukruyusufkaya.com/glossary/natural-language-inference 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Do%C4%9Fal%20Dil%20%C3%87%C4%B1kar%C4%B1m%C4%B1&category=dogal-dil-isleme Bir önermenin başka bir ifadeyi destekleyip desteklemediğini, çelişip çelişmediğini veya ilişkisiz olup olmadığını belirleyen görev. Doğal Dil Çıkarımı https://sukruyusufkaya.com/en/glossary/natural-language-inference 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Natural%20Language%20Inference&category=dogal-dil-isleme A task that determines whether one statement entails, contradicts, or is neutral with respect to another. Natural Language Inference https://sukruyusufkaya.com/glossary/paraphrase-mining 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Paraphrase%20Madencili%C4%9Fi&category=dogal-dil-isleme Büyük metin havuzları içinde aynı ya da çok yakın anlamı taşıyan ifade çiftlerini otomatik keşfetme süreci. Paraphrase Madenciliği https://sukruyusufkaya.com/en/glossary/paraphrase-mining 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Paraphrase%20Mining&category=dogal-dil-isleme The process of automatically discovering sentence pairs with the same or very similar meaning within large text collections. Paraphrase Mining https://sukruyusufkaya.com/glossary/semantic-caching 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Semantik%20%C3%96nbellekleme&category=dogal-dil-isleme Aynı veya benzer anlamdaki sorgular için önceki yanıtları yeniden kullanarak maliyet ve gecikmeyi azaltan sistem yaklaşımı. Semantik Önbellekleme https://sukruyusufkaya.com/en/glossary/semantic-caching 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Semantic%20Caching&category=dogal-dil-isleme A system approach that reduces latency and cost by reusing prior answers for semantically identical or similar queries. Semantic Caching https://sukruyusufkaya.com/glossary/query-expansion 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Sorgu%20Geni%C5%9Fletme&category=dogal-dil-isleme Kullanıcı sorgusunu eş anlamlılar, ilişkili terimler veya yeniden yazımlar ile zenginleştirerek retrieval kapsamını artıran yaklaşım. Sorgu Genişletme https://sukruyusufkaya.com/en/glossary/query-expansion 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Query%20Expansion&category=dogal-dil-isleme An approach that broadens retrieval coverage by enriching the user query with synonyms, related terms, or rewrites. Query Expansion https://sukruyusufkaya.com/glossary/hard-negative-mining 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Zor%20Negatif%20Madencili%C4%9Fi&category=dogal-dil-isleme Modele kolay değil, semantik olarak yanıltıcı negatif örnekler sunarak retrieval ve eşleme kalitesini artıran eğitim stratejisi. Zor Negatif Madenciliği https://sukruyusufkaya.com/en/glossary/hard-negative-mining 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Hard%20Negative%20Mining&category=dogal-dil-isleme A training strategy that improves retrieval and matching quality by providing semantically confusing hard negatives rather than easy negatives. Hard Negative Mining https://sukruyusufkaya.com/glossary/cross-encoder-reranking 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Cross-Encoder%20Yeniden%20S%C4%B1ralama&category=dogal-dil-isleme Sorgu ve aday belgeyi birlikte kodlayarak daha hassas relevance tahmini yapan ikinci aşama retrieval modeli. Cross-Encoder Yeniden Sıralama https://sukruyusufkaya.com/en/glossary/cross-encoder-reranking 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Cross-Encoder%20Reranking&category=dogal-dil-isleme A second-stage retrieval model that jointly encodes query and candidate document to estimate relevance more precisely. Cross-Encoder Reranking https://sukruyusufkaya.com/glossary/dense-passage-retrieval 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Dense%20Passage%20Retrieval&category=dogal-dil-isleme Sorguları ve pasajları yoğun vektörlerle eşleyerek belge içinden ilgili pasajları bulmaya odaklanan retrieval yöntemi. Dense Passage Retrieval https://sukruyusufkaya.com/en/glossary/dense-passage-retrieval 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Dense%20Passage%20Retrieval&category=dogal-dil-isleme A retrieval method that maps queries and passages into dense vectors to find relevant passages within documents. Dense Passage Retrieval https://sukruyusufkaya.com/glossary/answer-verification 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Yan%C4%B1t%20Do%C4%9Frulama&category=dogal-dil-isleme Üretilen cevabın kaynak, mantık veya ek model denetimiyle doğrulanmasını amaçlayan güvenlik katmanı. Yanıt Doğrulama https://sukruyusufkaya.com/en/glossary/answer-verification 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Answer%20Verification&category=dogal-dil-isleme A safety layer that aims to verify a generated answer through source evidence, logic checks, or additional model scrutiny. Answer Verification https://sukruyusufkaya.com/glossary/multi-hop-question-answering 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%87ok%20Ad%C4%B1ml%C4%B1%20Soru%20Cevaplama&category=dogal-dil-isleme Cevaba ulaşmak için birden fazla bilgi parçasını birleştirmeyi gerektiren soru cevaplama görevi. Çok Adımlı Soru Cevaplama https://sukruyusufkaya.com/en/glossary/multi-hop-question-answering 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Multi-Hop%20Question%20Answering&category=dogal-dil-isleme A question answering task that requires combining multiple pieces of information to arrive at an answer. Multi-Hop Question Answering https://sukruyusufkaya.com/glossary/document-level-machine-translation 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Belge%20D%C3%BCzeyi%20Makine%20%C3%87evirisi&category=dogal-dil-isleme Cümleleri bağımsız değil, daha geniş belge bağlamı içinde çevirerek tutarlılığı artıran yaklaşım. Belge Düzeyi Makine Çevirisi https://sukruyusufkaya.com/en/glossary/document-level-machine-translation 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Document-Level%20Machine%20Translation&category=dogal-dil-isleme An approach that improves consistency by translating sentences within broader document context rather than independently. Document-Level Machine Translation https://sukruyusufkaya.com/glossary/terminology-constrained-translation 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Terminoloji%20K%C4%B1s%C4%B1tl%C4%B1%20%C3%87eviri&category=dogal-dil-isleme Belirli terimlerin zorunlu çeviri karşılıklarını koruyarak çeviri yapan kontrollü makine çevirisi yaklaşımı. Terminoloji Kısıtlı Çeviri https://sukruyusufkaya.com/en/glossary/terminology-constrained-translation 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Terminology-Constrained%20Translation&category=dogal-dil-isleme A controlled machine translation approach that preserves required translation equivalents for specific terms. Terminology-Constrained Translation https://sukruyusufkaya.com/glossary/factual-consistency-evaluation 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Olgusal%20Tutarl%C4%B1l%C4%B1k%20De%C4%9Ferlendirmesi&category=dogal-dil-isleme Üretilen özet veya yanıtın kaynak içerikteki gerçeklerle ne kadar tutarlı olduğunu ölçen değerlendirme boyutu. Olgusal Tutarlılık Değerlendirmesi https://sukruyusufkaya.com/en/glossary/factual-consistency-evaluation 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Factual%20Consistency%20Evaluation&category=dogal-dil-isleme An evaluation dimension that measures how consistent a generated summary or answer is with the facts in the source content. Factual Consistency Evaluation https://sukruyusufkaya.com/glossary/query-focused-summarization 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Sorgu%20Odakl%C4%B1%20%C3%96zetleme&category=dogal-dil-isleme Genel özet yerine belirli bir kullanıcı sorusu veya bilgi ihtiyacına odaklanan özet üretim yaklaşımı. Sorgu Odaklı Özetleme https://sukruyusufkaya.com/en/glossary/query-focused-summarization 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Query-Focused%20Summarization&category=dogal-dil-isleme A summarization approach that focuses on a specific user query or information need rather than producing a general summary. Query-Focused Summarization https://sukruyusufkaya.com/glossary/keyphrase-extraction 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Anahtar%20%C4%B0fade%20%C3%87%C4%B1kar%C4%B1m%C4%B1&category=dogal-dil-isleme Bir metni en iyi temsil eden önemli ifade ve terimleri otomatik belirleme görevi. Anahtar İfade Çıkarımı https://sukruyusufkaya.com/en/glossary/keyphrase-extraction 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Keyphrase%20Extraction&category=dogal-dil-isleme The task of automatically identifying the key terms and phrases that best represent a text. Keyphrase Extraction https://sukruyusufkaya.com/glossary/open-information-extraction 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=A%C3%A7%C4%B1k%20Bilgi%20%C3%87%C4%B1kar%C4%B1m%C4%B1&category=dogal-dil-isleme Önceden tanımlı ilişki şemalarına bağlı kalmadan metinden özne-ilişki-nesne yapıları çıkaran yaklaşım. Açık Bilgi Çıkarımı https://sukruyusufkaya.com/en/glossary/open-information-extraction 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Open%20Information%20Extraction&category=dogal-dil-isleme An approach that extracts subject-relation-object structures from text without relying on a predefined relation schema. Open Information Extraction https://sukruyusufkaya.com/glossary/event-coreference 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Olay%20E%C5%9F%20G%C3%B6nderimi&category=dogal-dil-isleme Farklı cümle veya belgelerde geçen olay anlatımlarının aynı gerçek olaya karşılık gelip gelmediğini belirleme görevi. Olay Eş Gönderimi https://sukruyusufkaya.com/en/glossary/event-coreference 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Event%20Coreference&category=dogal-dil-isleme The task of determining whether event mentions across sentences or documents refer to the same underlying event. Event Coreference https://sukruyusufkaya.com/glossary/coreference-resolution 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=E%C5%9F%20G%C3%B6nderim%20%C3%87%C3%B6z%C3%BCmleme&category=dogal-dil-isleme Metindeki farklı ifadelerin aynı varlık ya da olaya işaret edip etmediğini belirleyen görev. Eş Gönderim Çözümleme https://sukruyusufkaya.com/en/glossary/coreference-resolution 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Coreference%20Resolution&category=dogal-dil-isleme A task that determines whether different expressions in text refer to the same entity or event. Coreference Resolution https://sukruyusufkaya.com/glossary/emotion-cause-analysis 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Duygu%20Neden%20Analizi&category=dogal-dil-isleme Metindeki duygunun yalnızca türünü değil, o duyguyu tetikleyen neden bölümünü bulmaya odaklanan görev. Duygu Neden Analizi https://sukruyusufkaya.com/en/glossary/emotion-cause-analysis 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Emotion%20Cause%20Analysis&category=dogal-dil-isleme A task focused not only on identifying the emotion in text but also on finding the part that triggered it. Emotion Cause Analysis https://sukruyusufkaya.com/glossary/intent-classification 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Niyet%20S%C4%B1n%C4%B1fland%C4%B1rma&category=dogal-dil-isleme Kullanıcı ifadesinin hangi amaç veya işlem niyetini temsil ettiğini tahmin etmeye odaklanan görev. Niyet Sınıflandırma https://sukruyusufkaya.com/en/glossary/intent-classification 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Intent%20Classification&category=dogal-dil-isleme A task focused on predicting what purpose or action intent a user utterance represents. Intent Classification https://sukruyusufkaya.com/glossary/toxicity-detection 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Toksisite%20Tespiti&category=dogal-dil-isleme Hakaret, saldırganlık, nefret söylemi veya zararlı dil kullanımını belirlemeye yönelik güvenlik odaklı NLP görevi. Toksisite Tespiti https://sukruyusufkaya.com/en/glossary/toxicity-detection 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Toxicity%20Detection&category=dogal-dil-isleme A safety-focused NLP task aimed at identifying insults, aggression, hate speech, or other harmful language use. Toxicity Detection https://sukruyusufkaya.com/glossary/stance-detection 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Tutum%20Tespiti&category=dogal-dil-isleme Bir metnin belirli bir iddia, konu veya hedefe karşı tutumunu belirlemeye odaklanan görev. Tutum Tespiti https://sukruyusufkaya.com/en/glossary/stance-detection 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Stance%20Detection&category=dogal-dil-isleme A task focused on identifying a text’s stance toward a given claim, topic, or target. Stance Detection https://sukruyusufkaya.com/glossary/preference-optimization 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Tercih%20Optimizasyonu&category=dogal-dil-isleme Model çıktısını insan ya da sistem tercih sinyallerine göre daha kullanışlı hale getirmeyi amaçlayan hizalama yaklaşımı. Tercih Optimizasyonu https://sukruyusufkaya.com/en/glossary/preference-optimization 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Preference%20Optimization&category=dogal-dil-isleme An alignment approach that makes model output more useful by optimizing against human or system preference signals. Preference Optimization https://sukruyusufkaya.com/glossary/supervised-fine-tuning 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Denetimli%20%C4%B0nce%20Ayar&category=dogal-dil-isleme Önceden eğitilmiş modeli etiketli görev verisiyle daha belirli bir davranışa yönlendirme süreci. Denetimli İnce Ayar https://sukruyusufkaya.com/en/glossary/supervised-fine-tuning 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Supervised%20Fine-Tuning&category=dogal-dil-isleme The process of steering a pretrained model toward more specific behavior using labeled task data. Supervised Fine-Tuning https://sukruyusufkaya.com/glossary/instruction-tuning 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Talimat%20%C4%B0nce%20Ayar%C4%B1&category=dogal-dil-isleme Dil modelini doğal dil görev tanımlarına daha iyi yanıt verecek şekilde uyarlayan ince ayar yaklaşımı. Talimat İnce Ayarı https://sukruyusufkaya.com/en/glossary/instruction-tuning 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Instruction%20Tuning&category=dogal-dil-isleme A fine-tuning approach that adapts a language model to respond better to natural language task instructions. Instruction Tuning https://sukruyusufkaya.com/glossary/continued-pretraining 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Devam%20Eden%20%C3%96n%20E%C4%9Fitim&category=dogal-dil-isleme Önceden eğitilmiş bir dil modelini yeni veri üzerinde genel ya da alan özel bilgiyle geliştirme süreci. Devam Eden Ön Eğitim https://sukruyusufkaya.com/en/glossary/continued-pretraining 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Continued%20Pretraining&category=dogal-dil-isleme The process of further training a pretrained language model on new data to improve general or domain-specific knowledge. Continued Pretraining https://sukruyusufkaya.com/glossary/sparse-neural-embeddings 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Sparse%20Neural%20Embedding&category=dogal-dil-isleme Anlamsal sinyalleri sinir ağlarıyla üretirken sparse retrieval benzeri açıklanabilirlik korumayı amaçlayan temsil yaklaşımı. Sparse Neural Embedding https://sukruyusufkaya.com/en/glossary/sparse-neural-embeddings 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Sparse%20Neural%20Embeddings&category=dogal-dil-isleme A representation approach that uses neural models to produce semantic signals while preserving sparse-retrieval-style interpretability. Sparse Neural Embeddings https://sukruyusufkaya.com/glossary/late-interaction-embeddings 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ge%C3%A7%20Etkile%C5%9Fimli%20Embedding&category=dogal-dil-isleme Sorgu ve belgeyi tek vektöre sıkıştırmak yerine token düzeyinde etkileşimle eşleştiren retrieval yaklaşımı. Geç Etkileşimli Embedding https://sukruyusufkaya.com/en/glossary/late-interaction-embeddings 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Late-Interaction%20Embeddings&category=dogal-dil-isleme A retrieval approach that matches queries and documents through token-level interaction instead of compressing each into a single vector. Late-Interaction Embeddings https://sukruyusufkaya.com/glossary/domain-specific-embeddings 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Alan%20%C3%96zel%20Embedding&category=dogal-dil-isleme Genel dil yerine hukuk, sağlık, finans gibi belirli alanların terminolojisine göre uyarlanmış temsil yapıları. Alan Özel Embedding https://sukruyusufkaya.com/en/glossary/domain-specific-embeddings 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Domain-Specific%20Embeddings&category=dogal-dil-isleme Representation structures adapted to the terminology of specific domains such as law, healthcare, or finance rather than general language. Domain-Specific Embeddings https://sukruyusufkaya.com/glossary/multilingual-sentence-embeddings 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%87ok%20Dilli%20C%C3%BCmle%20Embedding&category=dogal-dil-isleme Farklı dillerdeki cümleleri ortak anlamsal uzayda temsil ederek çapraz dil eşleşmeyi mümkün kılan yaklaşım. Çok Dilli Cümle Embedding https://sukruyusufkaya.com/en/glossary/multilingual-sentence-embeddings 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Multilingual%20Sentence%20Embeddings&category=dogal-dil-isleme An approach that represents sentences from different languages in a shared semantic space, enabling cross-lingual matching. Multilingual Sentence Embeddings https://sukruyusufkaya.com/glossary/contrastive-embedding-learning 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kar%C5%9F%C4%B1tsal%20Embedding%20%C3%96%C4%9Frenmesi&category=dogal-dil-isleme Benzer metinleri yakın, farklı metinleri uzak vektör bölgelerine taşıyarak semantik temsil öğrenen yaklaşım. Karşıtsal Embedding Öğrenmesi https://sukruyusufkaya.com/en/glossary/contrastive-embedding-learning 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Contrastive%20Embedding%20Learning&category=dogal-dil-isleme An approach that learns semantic representations by bringing similar texts closer and pushing dissimilar texts apart in vector space. Contrastive Embedding Learning https://sukruyusufkaya.com/glossary/token-alignment 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Token%20Hizalama&category=dogal-dil-isleme Alt kelime tokenları ile özgün kelime veya span yapıları arasındaki eşlemeyi koruma problemi. Token Hizalama https://sukruyusufkaya.com/en/glossary/token-alignment 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Token%20Alignment&category=dogal-dil-isleme The problem of preserving the mapping between subword tokens and original word or span structures. Token Alignment https://sukruyusufkaya.com/glossary/sentencepiece 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=SentencePiece&category=dogal-dil-isleme Boşluk bağımlılığı olmadan ham metinden alt kelime sözlüğü öğrenebilen tokenization çerçevesi. SentencePiece https://sukruyusufkaya.com/en/glossary/sentencepiece 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=SentencePiece&category=dogal-dil-isleme A tokenization framework that can learn subword vocabularies from raw text without relying on whitespace segmentation. SentencePiece https://sukruyusufkaya.com/glossary/unigram-language-model-tokenization 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Unigram%20Dil%20Modeli%20Tokenization&category=dogal-dil-isleme Alt birim sözlüğünü olasılıksal biçimde öğrenerek token parçalanmasını veri uyumlu hale getiren yöntem. Unigram Dil Modeli Tokenization https://sukruyusufkaya.com/en/glossary/unigram-language-model-tokenization 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Unigram%20Language%20Model%20Tokenization&category=dogal-dil-isleme A method that learns a subunit vocabulary probabilistically to make token segmentation more data-aligned. Unigram Language Model Tokenization https://sukruyusufkaya.com/glossary/byte-level-tokenization 2026-05-25T08:05:59.493Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Byte%20D%C3%BCzeyi%20Tokenization&category=dogal-dil-isleme Metni karakter yerine bayt düzeyinde parçalara ayırarak çok dilli ve bozulmuş girdilere daha dayanıklı token yapısı oluşturan yaklaşım. Byte Düzeyi Tokenization https://sukruyusufkaya.com/en/glossary/byte-level-tokenization 2026-05-25T08:05:59.493Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Byte-Level%20Tokenization&category=dogal-dil-isleme An approach that tokenizes text at the byte level rather than character level to build more robust representations for multilingual and noisy input. Byte-Level Tokenization https://sukruyusufkaya.com/glossary/text-deduplication 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Metin%20Yinelenme%20Giderme&category=dogal-dil-isleme Aynı ya da çok benzer metin örneklerini veri setinden ayıklayarak eğitim ve değerlendirme kalitesini artıran süreç. Metin Yinelenme Giderme https://sukruyusufkaya.com/en/glossary/text-deduplication 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Text%20Deduplication&category=dogal-dil-isleme A process that removes identical or near-duplicate text samples from a dataset to improve training and evaluation quality. Text Deduplication https://sukruyusufkaya.com/glossary/de-identification 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kimliksizle%C5%9Ftirme&category=dogal-dil-isleme Metindeki kişisel veya hassas bilgileri maskeleyerek güvenli işlemeyi mümkün kılan süreç. Kimliksizleştirme https://sukruyusufkaya.com/en/glossary/de-identification 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=De-identification&category=dogal-dil-isleme The process of masking personal or sensitive information in text to enable safer processing. De-identification https://sukruyusufkaya.com/glossary/sentence-boundary-detection 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=C%C3%BCmle%20S%C4%B1n%C4%B1r%C4%B1%20Tespiti&category=dogal-dil-isleme Metindeki cümle başlangıç ve bitişlerini güvenilir biçimde belirleme görevi. Cümle Sınırı Tespiti https://sukruyusufkaya.com/en/glossary/sentence-boundary-detection 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Sentence%20Boundary%20Detection&category=dogal-dil-isleme The task of reliably identifying sentence starts and boundaries in text. Sentence Boundary Detection https://sukruyusufkaya.com/glossary/spelling-correction 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Yaz%C4%B1m%20D%C3%BCzeltme&category=dogal-dil-isleme Yazım hatalı metinleri daha doğru biçimlere dönüştürerek aşağı akış NLP görevlerinin kalitesini artıran ön işleme tekniği. Yazım Düzeltme https://sukruyusufkaya.com/en/glossary/spelling-correction 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Spelling%20Correction&category=dogal-dil-isleme A preprocessing technique that converts misspelled text into more accurate forms to improve downstream NLP quality. Spelling Correction https://sukruyusufkaya.com/glossary/in-context-learning 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=In-Context%20Learning&category=dogal-dil-isleme Modelin parametre güncellemeden, yalnızca bağlam içindeki örneklerden görev davranışı uyarlaması yeteneği. In-Context Learning https://sukruyusufkaya.com/en/glossary/in-context-learning 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=In-Context%20Learning&category=dogal-dil-isleme The ability of a model to adapt task behavior from examples in context without updating its parameters. In-Context Learning https://sukruyusufkaya.com/glossary/instruction-following 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Talimat%20Takibi&category=dogal-dil-isleme Modelin doğal dilde verilen görev açıklamalarını güvenilir biçimde yerine getirebilme yeteneği. Talimat Takibi https://sukruyusufkaya.com/en/glossary/instruction-following 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Instruction%20Following&category=dogal-dil-isleme The ability of a model to reliably follow task instructions expressed in natural language. Instruction Following https://sukruyusufkaya.com/glossary/few-shot-prompting 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Few-Shot%20Prompting&category=dogal-dil-isleme Model davranışını örnek giriş-çıkış çiftleriyle yönlendirerek görev uyarlaması yapan prompting tekniği. Few-Shot Prompting https://sukruyusufkaya.com/en/glossary/few-shot-prompting 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Few-Shot%20Prompting&category=dogal-dil-isleme A prompting technique that adapts model behavior by guiding it with example input-output pairs. Few-Shot Prompting https://sukruyusufkaya.com/glossary/prompt-based-classification 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Prompt%20Tabanl%C4%B1%20S%C4%B1n%C4%B1fland%C4%B1rma&category=dogal-dil-isleme Sınıflandırma problemini doğrudan doğal dil yönergeleri ve etiket açıklamaları üzerinden çözme yaklaşımı. Prompt Tabanlı Sınıflandırma https://sukruyusufkaya.com/en/glossary/prompt-based-classification 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Prompt-Based%20Classification&category=dogal-dil-isleme An approach that solves classification problems directly through natural language instructions and label descriptions. Prompt-Based Classification https://sukruyusufkaya.com/glossary/paraphrase-detection 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Paraphrase%20Tespiti&category=dogal-dil-isleme İki ifadenin farklı yüzey biçimlerine rağmen aynı ya da çok yakın anlam taşıyıp taşımadığını belirleme görevi. Paraphrase Tespiti https://sukruyusufkaya.com/en/glossary/paraphrase-detection 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Paraphrase%20Detection&category=dogal-dil-isleme The task of determining whether two expressions carry the same or very similar meaning despite surface differences. Paraphrase Detection https://sukruyusufkaya.com/glossary/semantic-textual-similarity 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Semantik%20Metinsel%20Benzerlik&category=dogal-dil-isleme İki metnin yüzeysel eşleşmeden bağımsız olarak anlam bakımından ne kadar yakın olduğunu ölçen görev. Semantik Metinsel Benzerlik https://sukruyusufkaya.com/en/glossary/semantic-textual-similarity 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Semantic%20Textual%20Similarity&category=dogal-dil-isleme A task that measures how semantically close two texts are regardless of surface-level overlap. Semantic Textual Similarity https://sukruyusufkaya.com/glossary/reranking 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Reranking&category=dogal-dil-isleme İlk retrieval aşamasından gelen adayları daha güçlü modelle yeniden sıralayan ikinci aşama kalite artırma yöntemi. Reranking https://sukruyusufkaya.com/en/glossary/reranking 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Reranking&category=dogal-dil-isleme A second-stage quality-improvement method that reranks candidates from the first retrieval stage using a stronger model. Reranking https://sukruyusufkaya.com/glossary/hybrid-retrieval 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Hibrit%20Retrieval&category=dogal-dil-isleme Sparse ve dense retrieval sinyallerini birleştirerek daha dengeli arama kalitesi sağlayan yaklaşım. Hibrit Retrieval https://sukruyusufkaya.com/en/glossary/hybrid-retrieval 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Hybrid%20Retrieval&category=dogal-dil-isleme An approach that combines sparse and dense retrieval signals to provide more balanced search quality. Hybrid Retrieval https://sukruyusufkaya.com/glossary/sparse-retrieval 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Sparse%20Retrieval&category=dogal-dil-isleme Kelime veya terim bazlı eşleşme mantığıyla çalışan klasik ve hâlâ güçlü retrieval yaklaşımı. Sparse Retrieval https://sukruyusufkaya.com/en/glossary/sparse-retrieval 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Sparse%20Retrieval&category=dogal-dil-isleme A classical yet still powerful retrieval approach based on term- or word-level matching. Sparse Retrieval https://sukruyusufkaya.com/glossary/dense-retrieval 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Dense%20Retrieval&category=dogal-dil-isleme Sorgu ve belgeyi yoğun vektör uzayında temsil ederek anlamsal eşleşme yapan retrieval yaklaşımı. Dense Retrieval https://sukruyusufkaya.com/en/glossary/dense-retrieval 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Dense%20Retrieval&category=dogal-dil-isleme A retrieval approach that performs semantic matching by representing queries and documents in a dense vector space. Dense Retrieval https://sukruyusufkaya.com/glossary/closed-book-question-answering 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Closed-Book%20Soru%20Cevaplama&category=dogal-dil-isleme Dış belge erişimi olmadan, yalnızca model parametrelerindeki bilgiyle soru yanıtlayan yaklaşım. Closed-Book Soru Cevaplama https://sukruyusufkaya.com/en/glossary/closed-book-question-answering 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Closed-Book%20Question%20Answering&category=dogal-dil-isleme An approach that answers questions using only the information stored in model parameters, without external document access. Closed-Book Question Answering https://sukruyusufkaya.com/glossary/reading-comprehension 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Okudu%C4%9Funu%20Anlama&category=dogal-dil-isleme Bir metni okuyup içeriğe dayalı anlamlı soruları yanıtlayabilme yeteneğini ölçen görev ailesi. Okuduğunu Anlama https://sukruyusufkaya.com/en/glossary/reading-comprehension 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Reading%20Comprehension&category=dogal-dil-isleme A family of tasks that measures the ability to read a text and answer meaningful questions based on its content. Reading Comprehension https://sukruyusufkaya.com/glossary/generative-question-answering 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Generative%20Soru%20Cevaplama&category=dogal-dil-isleme Cevabı serbest metin biçiminde üreterek daha doğal ancak daha riskli yanıtlar sağlayan QA yaklaşımı. Generative Soru Cevaplama https://sukruyusufkaya.com/en/glossary/generative-question-answering 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Generative%20Question%20Answering&category=dogal-dil-isleme A QA approach that generates answers as free text, offering more natural but potentially riskier responses. Generative Question Answering https://sukruyusufkaya.com/glossary/extractive-question-answering 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Extractive%20Soru%20Cevaplama&category=dogal-dil-isleme Cevabı verilen pasaj içinden span olarak seçmeye dayanan soru cevaplama yaklaşımı. Extractive Soru Cevaplama https://sukruyusufkaya.com/en/glossary/extractive-question-answering 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Extractive%20Question%20Answering&category=dogal-dil-isleme A question answering approach that selects the answer as a span from a provided passage. Extractive Question Answering https://sukruyusufkaya.com/glossary/back-translation 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Back%20Translation&category=dogal-dil-isleme Sentetik paralel veri üretmek için hedef dilden kaynak dile geri çeviri yapmaya dayalı veri artırma stratejisi. Back Translation https://sukruyusufkaya.com/en/glossary/back-translation 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Back%20Translation&category=dogal-dil-isleme A data augmentation strategy based on translating target-language data back into the source language to create synthetic parallel data. Back Translation https://sukruyusufkaya.com/glossary/alignment-in-translation 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%87eviride%20Hizalama&category=dogal-dil-isleme Kaynak metindeki hangi parçaların hedef dilde hangi parçalara karşılık geldiğini modelleyen kavram. Çeviride Hizalama https://sukruyusufkaya.com/en/glossary/alignment-in-translation 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Alignment%20in%20Translation&category=dogal-dil-isleme A concept that models which parts of the source text correspond to which parts in the target language. Alignment in Translation https://sukruyusufkaya.com/glossary/neural-machine-translation 2026-05-25T08:29:57.628Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=N%C3%B6ral%20Makine%20%C3%87evirisi&category=dogal-dil-isleme Kaynak dildeki sekansı hedef dilde anlam ve akıcılığı koruyarak üretmeye odaklanan modern çeviri yaklaşımı. Nöral Makine Çevirisi https://sukruyusufkaya.com/en/glossary/neural-machine-translation 2026-05-25T08:29:57.628Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Neural%20Machine%20Translation&category=dogal-dil-isleme A modern translation approach focused on generating target-language sequences while preserving meaning and fluency. Neural Machine Translation https://sukruyusufkaya.com/glossary/summary-faithfulness 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96zet%20Sadakati&category=dogal-dil-isleme Üretilen özetin kaynak metindeki gerçek bilgiye ne kadar bağlı kaldığını ifade eden kalite boyutu. Özet Sadakati https://sukruyusufkaya.com/en/glossary/summary-faithfulness 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Summary%20Faithfulness&category=dogal-dil-isleme A quality dimension describing how faithfully a generated summary remains grounded in the source text. Summary Faithfulness https://sukruyusufkaya.com/glossary/abstractive-summarization 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Abstractive%20%C3%96zetleme&category=dogal-dil-isleme Kaynak metni yeniden ifade ederek daha doğal ve yoğun özetler üreten üretici özetleme yaklaşımı. Abstractive Özetleme https://sukruyusufkaya.com/en/glossary/abstractive-summarization 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Abstractive%20Summarization&category=dogal-dil-isleme A generative summarization approach that rewrites source text to produce more natural and dense summaries. Abstractive Summarization https://sukruyusufkaya.com/glossary/extractive-summarization 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Extractive%20%C3%96zetleme&category=dogal-dil-isleme Metnin önemli cümlelerini seçerek özet oluşturan içerik korumalı özetleme yaklaşımı. Extractive Özetleme https://sukruyusufkaya.com/en/glossary/extractive-summarization 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Extractive%20Summarization&category=dogal-dil-isleme A content-preserving summarization approach that creates summaries by selecting important sentences from the source text. Extractive Summarization https://sukruyusufkaya.com/glossary/template-based-extraction 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C5%9Eablon%20Tabanl%C4%B1%20%C3%87%C4%B1kar%C4%B1m&category=dogal-dil-isleme Belirli belge veya ifade kalıplarından yapılandırılmış bilgi çıkarmaya odaklanan kontrollü çıkarım yaklaşımı. Şablon Tabanlı Çıkarım https://sukruyusufkaya.com/en/glossary/template-based-extraction 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Template-Based%20Extraction&category=dogal-dil-isleme A controlled extraction approach focused on obtaining structured information from predefined document or expression patterns. Template-Based Extraction https://sukruyusufkaya.com/glossary/slot-filling 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Slot%20Filling&category=dogal-dil-isleme Önceden tanımlı bilgi alanlarını metinden otomatik doldurmaya odaklanan bilgi çıkarım yaklaşımı. Slot Filling https://sukruyusufkaya.com/en/glossary/slot-filling 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Slot%20Filling&category=dogal-dil-isleme An information extraction approach focused on automatically filling predefined information fields from text. Slot Filling https://sukruyusufkaya.com/glossary/event-extraction 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Olay%20%C3%87%C4%B1kar%C4%B1m%C4%B1&category=dogal-dil-isleme Metinde geçen olayları, tetikleyicileri ve rol oynayan varlıkları yapılandırılmış biçimde çıkarma görevi. Olay Çıkarımı https://sukruyusufkaya.com/en/glossary/event-extraction 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Event%20Extraction&category=dogal-dil-isleme The task of extracting events, triggers, and participating entities from text in a structured way. Event Extraction https://sukruyusufkaya.com/glossary/relation-extraction 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C4%B0li%C5%9Fki%20%C3%87%C4%B1kar%C4%B1m%C4%B1&category=dogal-dil-isleme Metindeki varlıklar arasında anlamlı ilişki türlerini belirleme görevi. İlişki Çıkarımı https://sukruyusufkaya.com/en/glossary/relation-extraction 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Relation%20Extraction&category=dogal-dil-isleme The task of identifying meaningful relation types between entities mentioned in text. Relation Extraction https://sukruyusufkaya.com/glossary/entity-linking 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Varl%C4%B1k%20Ba%C4%9Flama&category=dogal-dil-isleme Metinde geçen bir varlığı bilgi tabanındaki doğru kimlik veya kavramla eşleştirme görevi. Varlık Bağlama https://sukruyusufkaya.com/en/glossary/entity-linking 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Entity%20Linking&category=dogal-dil-isleme The task of matching an entity mention in text to the correct identity or concept in a knowledge base. Entity Linking https://sukruyusufkaya.com/glossary/nested-ner 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C4%B0%C3%A7%20%C4%B0%C3%A7e%20NER&category=dogal-dil-isleme Bir varlık öbeğinin başka bir varlık öbeğini kapsayabildiği daha karmaşık NER problemi. İç İçe NER https://sukruyusufkaya.com/en/glossary/nested-ner 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Nested%20NER&category=dogal-dil-isleme A more complex NER problem in which one entity span can contain another entity span. Nested NER https://sukruyusufkaya.com/glossary/bio-tagging 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=BIO%20Etiketleme&category=dogal-dil-isleme Varlık sınırlarını başlangıç, iç ve dış etiketleriyle işaretleyen klasik dizi etiketleme şeması. BIO Etiketleme https://sukruyusufkaya.com/en/glossary/bio-tagging 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=BIO%20Tagging&category=dogal-dil-isleme A classical sequence-labeling scheme that marks entity boundaries with beginning, inside, and outside tags. BIO Tagging https://sukruyusufkaya.com/glossary/named-entity-recognition 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ad%20%C3%96be%C4%9Fi%20Tan%C4%B1ma&category=dogal-dil-isleme Metin içindeki kişi, kurum, yer, tarih ve benzeri varlık öbeklerini tanıma görevi. Ad Öbeği Tanıma https://sukruyusufkaya.com/en/glossary/named-entity-recognition 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Named%20Entity%20Recognition&category=dogal-dil-isleme The task of recognizing entity spans such as people, organizations, locations, and dates within text. Named Entity Recognition https://sukruyusufkaya.com/glossary/emotion-classification 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Duygu%20S%C4%B1n%C4%B1fland%C4%B1rma&category=dogal-dil-isleme Metni mutluluk, öfke, korku, üzüntü gibi daha ayrıntılı duygusal kategorilere ayıran görev. Duygu Sınıflandırma https://sukruyusufkaya.com/en/glossary/emotion-classification 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Emotion%20Classification&category=dogal-dil-isleme A task that classifies text into finer-grained emotional categories such as joy, anger, fear, or sadness. Emotion Classification https://sukruyusufkaya.com/glossary/aspect-based-sentiment-analysis 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Aspect%20Tabanl%C4%B1%20Duygu%20Analizi&category=dogal-dil-isleme Genel duygu yerine metindeki belirli özellikler veya varlık yönleri için duygu tahmini yapan yaklaşım. Aspect Tabanlı Duygu Analizi https://sukruyusufkaya.com/en/glossary/aspect-based-sentiment-analysis 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Aspect-Based%20Sentiment%20Analysis&category=dogal-dil-isleme An approach that predicts sentiment for specific aspects or entity dimensions rather than overall sentiment. Aspect-Based Sentiment Analysis https://sukruyusufkaya.com/glossary/sentiment-analysis 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Duygu%20Analizi&category=dogal-dil-isleme Metindeki olumlu, olumsuz veya nötr duygusal yönelimi belirlemeye odaklanan NLP görevi. Duygu Analizi https://sukruyusufkaya.com/en/glossary/sentiment-analysis 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Sentiment%20Analysis&category=dogal-dil-isleme An NLP task focused on determining the positive, negative, or neutral emotional orientation of a text. Sentiment Analysis https://sukruyusufkaya.com/glossary/zero-shot-text-classification 2026-05-25T16:10:29.215Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Zero-Shot%20Metin%20S%C4%B1n%C4%B1fland%C4%B1rma&category=dogal-dil-isleme Modelin yeni etiketler için ek eğitim olmadan doğal dil açıklamalarından sınıflandırma yapabilmesi yaklaşımı. Zero-Shot Metin Sınıflandırma https://sukruyusufkaya.com/en/glossary/zero-shot-text-classification 2026-05-25T16:10:29.215Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Zero-Shot%20Text%20Classification&category=dogal-dil-isleme An approach in which a model classifies texts for new labels without additional training by using natural language label descriptions. Zero-Shot Text Classification https://sukruyusufkaya.com/glossary/hierarchical-text-classification 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Hiyerar%C5%9Fik%20Metin%20S%C4%B1n%C4%B1fland%C4%B1rma&category=dogal-dil-isleme Etiketlerin düz değil, üst-alt ilişki yapısında olduğu sınıflandırma problemi. Hiyerarşik Metin Sınıflandırma https://sukruyusufkaya.com/en/glossary/hierarchical-text-classification 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Hierarchical%20Text%20Classification&category=dogal-dil-isleme A classification problem in which labels are organized in a parent-child hierarchy rather than a flat list. Hierarchical Text Classification https://sukruyusufkaya.com/glossary/multi-label-text-classification 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%87ok%20Etiketli%20Metin%20S%C4%B1n%C4%B1fland%C4%B1rma&category=dogal-dil-isleme Bir metnin aynı anda birden fazla kategoriye ait olabildiği sınıflandırma problemi. Çok Etiketli Metin Sınıflandırma https://sukruyusufkaya.com/en/glossary/multi-label-text-classification 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Multi-Label%20Text%20Classification&category=dogal-dil-isleme A classification problem in which a text can belong to multiple categories at the same time. Multi-Label Text Classification https://sukruyusufkaya.com/glossary/text-classification 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Metin%20S%C4%B1n%C4%B1fland%C4%B1rma&category=dogal-dil-isleme Bir metni önceden tanımlı kategori, niyet veya etiketlerden birine ya da birkaçına atama görevi. Metin Sınıflandırma https://sukruyusufkaya.com/en/glossary/text-classification 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Text%20Classification&category=dogal-dil-isleme The task of assigning a text to one or more predefined categories, intents, or labels. Text Classification https://sukruyusufkaya.com/glossary/pretraining-corpus 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96n%20E%C4%9Fitim%20Korpusu&category=dogal-dil-isleme Dil modelinin genel dil bilgisi ve dünya bilgisi edinmek için kullandığı büyük metin veri havuzu. Ön Eğitim Korpusu https://sukruyusufkaya.com/en/glossary/pretraining-corpus 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Pretraining%20Corpus&category=dogal-dil-isleme The large text data pool used by a language model to acquire general linguistic and world knowledge. Pretraining Corpus https://sukruyusufkaya.com/glossary/causal-language-modeling 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Causal%20Language%20Modeling&category=dogal-dil-isleme Bir sonraki tokenı yalnızca önceki bağlama bakarak tahmin etmeye dayanan otoregresif öğrenme hedefi. Causal Language Modeling https://sukruyusufkaya.com/en/glossary/causal-language-modeling 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Causal%20Language%20Modeling&category=dogal-dil-isleme An autoregressive learning objective based on predicting the next token using only previous context. Causal Language Modeling https://sukruyusufkaya.com/glossary/language-modeling 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Dil%20Modellemesi&category=dogal-dil-isleme Bir dil dizisinin olasılık yapısını öğrenerek sonraki veya eksik birimleri tahmin etmeye odaklanan temel NLP problemi. Dil Modellemesi https://sukruyusufkaya.com/en/glossary/language-modeling 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Language%20Modeling&category=dogal-dil-isleme A foundational NLP problem focused on learning the probability structure of language sequences in order to predict next or missing units. Language Modeling https://sukruyusufkaya.com/glossary/sentence-embeddings 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=C%C3%BCmle%20Embedding&category=dogal-dil-isleme Cümle veya kısa metin düzeyinde anlamsal temsil üretmeye odaklanan embedding yaklaşımı. Cümle Embedding https://sukruyusufkaya.com/en/glossary/sentence-embeddings 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Sentence%20Embeddings&category=dogal-dil-isleme An embedding approach focused on producing semantic representations at the sentence or short-text level. Sentence Embeddings https://sukruyusufkaya.com/glossary/contextual-embeddings 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ba%C4%9Flamsal%20Embedding&category=dogal-dil-isleme Aynı kelimenin farklı bağlamlarda farklı vektörlerle temsil edilmesini sağlayan modern embedding yaklaşımı. Bağlamsal Embedding https://sukruyusufkaya.com/en/glossary/contextual-embeddings 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Contextual%20Embeddings&category=dogal-dil-isleme A modern embedding approach in which the same word receives different vectors in different contexts. Contextual Embeddings https://sukruyusufkaya.com/glossary/fasttext-embeddings 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=FastText%20Embedding&category=dogal-dil-isleme Kelimeyi alt karakter parçaları üzerinden temsil ederek nadir ve türetilmiş biçimlerde daha sağlam davranan embedding yöntemi. FastText Embedding https://sukruyusufkaya.com/en/glossary/fasttext-embeddings 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=FastText%20Embeddings&category=dogal-dil-isleme An embedding method that represents words through sub-character pieces and behaves more robustly on rare and derived forms. FastText Embeddings https://sukruyusufkaya.com/glossary/glove 2026-05-25T17:21:24.655Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=GloVe&category=dogal-dil-isleme Küresel kelime eşgörünüm istatistiklerini kullanarak yoğun kelime vektörleri üreten embedding yöntemi. GloVe https://sukruyusufkaya.com/en/glossary/glove 2026-05-25T17:21:24.655Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=GloVe&category=dogal-dil-isleme An embedding method that produces dense word vectors using global word co-occurrence statistics. GloVe https://sukruyusufkaya.com/glossary/word2vec 2026-05-25T16:31:20.468Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Word2Vec&category=dogal-dil-isleme Kelime anlamını bağlamsal eşgörünüm üzerinden yoğun vektörlerle temsil eden tarihsel embedding yaklaşımı. Word2Vec https://sukruyusufkaya.com/en/glossary/word2vec 2026-05-25T16:31:20.468Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Word2Vec&category=dogal-dil-isleme A historical embedding approach that represents word meaning through dense vectors learned from contextual co-occurrence. Word2Vec https://sukruyusufkaya.com/glossary/wordpiece 2026-05-25T16:29:58.109Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=WordPiece&category=dogal-dil-isleme Alt kelime birimlerini olasılıksal kapsama açısından optimize eden yaygın tokenization yöntemi. WordPiece https://sukruyusufkaya.com/en/glossary/wordpiece 2026-05-25T16:29:58.109Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=WordPiece&category=dogal-dil-isleme A widely used tokenization method that optimizes subword units with respect to probabilistic coverage. WordPiece https://sukruyusufkaya.com/glossary/byte-pair-encoding 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Byte%20Pair%20Encoding&category=dogal-dil-isleme Sık görülen alt parça birleşimlerini öğrenerek veri odaklı alt kelime sözlüğü oluşturan tokenization yöntemi. Byte Pair Encoding https://sukruyusufkaya.com/en/glossary/byte-pair-encoding 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Byte%20Pair%20Encoding&category=dogal-dil-isleme A tokenization method that builds a data-driven subword vocabulary by learning frequent subunit merges. Byte Pair Encoding https://sukruyusufkaya.com/glossary/subword-tokenization 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Alt%20Kelime%20Tokenization&category=dogal-dil-isleme Nadir kelimeleri daha küçük anlamlı parçalara bölerek kelime dağarcığı ve kapsama arasında denge kuran yaklaşım. Alt Kelime Tokenization https://sukruyusufkaya.com/en/glossary/subword-tokenization 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Subword%20Tokenization&category=dogal-dil-isleme An approach that splits rare words into smaller meaningful pieces to balance vocabulary size and coverage. Subword Tokenization https://sukruyusufkaya.com/glossary/tokenization 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Tokenization&category=dogal-dil-isleme Metni modelin işleyebileceği parçacıklara ayıran temel dil işleme adımı. Tokenization https://sukruyusufkaya.com/en/glossary/tokenization 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Tokenization&category=dogal-dil-isleme The core language processing step that splits text into units that a model can process. Tokenization https://sukruyusufkaya.com/glossary/stopword-filtering 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Stopword%20Filtreleme&category=dogal-dil-isleme Anlamsal katkısı düşük görülen sık kelimeleri metinden çıkarmaya dayalı klasik ön işleme tekniği. Stopword Filtreleme https://sukruyusufkaya.com/en/glossary/stopword-filtering 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Stopword%20Filtering&category=dogal-dil-isleme A classical preprocessing technique based on removing frequent words that are assumed to have low semantic contribution. Stopword Filtering https://sukruyusufkaya.com/glossary/lemmatization 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Lemmatization&category=dogal-dil-isleme Kelimeyi dilbilgisel bilgisini dikkate alarak sözlükteki temel formuna indirgeme işlemi. Lemmatization https://sukruyusufkaya.com/en/glossary/lemmatization 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Lemmatization&category=dogal-dil-isleme The process of reducing a word to its dictionary base form while considering grammatical information. Lemmatization https://sukruyusufkaya.com/glossary/stemming 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=K%C3%B6k%20Bulma&category=dogal-dil-isleme Kelimenin eklerini kaba biçimde atarak daha kısa kök benzeri forma indirgeme yaklaşımı. Kök Bulma https://sukruyusufkaya.com/en/glossary/stemming 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Stemming&category=dogal-dil-isleme An approach that reduces a word to a shorter root-like form by crudely stripping suffixes. Stemming https://sukruyusufkaya.com/glossary/unicode-normalization 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Unicode%20Normalizasyonu&category=dogal-dil-isleme Aynı görünen ancak farklı kodlama biçimlerine sahip karakterleri standart forma dönüştürme işlemi. Unicode Normalizasyonu https://sukruyusufkaya.com/en/glossary/unicode-normalization 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Unicode%20Normalization&category=dogal-dil-isleme The process of converting visually identical but differently encoded characters into a standard form. Unicode Normalization https://sukruyusufkaya.com/glossary/text-normalization 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Metin%20Normalizasyonu&category=dogal-dil-isleme Ham metni daha tutarlı ve işlenebilir hale getirmek için yazım, biçim ve karakter düzeyinde standartlaştırma süreci. Metin Normalizasyonu https://sukruyusufkaya.com/en/glossary/text-normalization 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Text%20Normalization&category=dogal-dil-isleme The process of standardizing raw text at the spelling, formatting, and character levels to make it more consistent and processable. Text Normalization https://sukruyusufkaya.com/glossary/neighborhood-aggregation 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kom%C5%9Fuluk%20Toplama&category=derin-ogrenme Bir düğümün komşularından bilgi toplayarak temsilini güncellemesini sağlayan temel GNN işlemi. Komşuluk Toplama https://sukruyusufkaya.com/en/glossary/neighborhood-aggregation 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Neighborhood%20Aggregation&category=derin-ogrenme The core GNN operation by which a node updates its representation by collecting information from its neighbors. Neighborhood Aggregation https://sukruyusufkaya.com/glossary/graph-isomorphism-network 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Graph%20Isomorphism%20Network&category=derin-ogrenme Grafik yapılarını ayırt etme gücünü teorik olarak güçlendirmeyi amaçlayan GNN mimarisi. Graph Isomorphism Network https://sukruyusufkaya.com/en/glossary/graph-isomorphism-network 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Graph%20Isomorphism%20Network&category=derin-ogrenme A GNN architecture designed to strengthen the theoretical power of distinguishing graph structures. Graph Isomorphism Network https://sukruyusufkaya.com/glossary/graph-classification 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Grafik%20S%C4%B1n%C4%B1fland%C4%B1rma&category=derin-ogrenme Tüm grafiğe tek bir etiket atamaya odaklanan grafik öğrenme görevi. Grafik Sınıflandırma https://sukruyusufkaya.com/en/glossary/graph-classification 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Graph%20Classification&category=derin-ogrenme A graph learning task focused on assigning a single label to the entire graph. Graph Classification https://sukruyusufkaya.com/glossary/node-classification 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=D%C3%BC%C4%9F%C3%BCm%20S%C4%B1n%C4%B1fland%C4%B1rma&category=derin-ogrenme Grafik üzerindeki her düğüm için etiket tahmini yapmaya odaklanan temel GNN görevi. Düğüm Sınıflandırma https://sukruyusufkaya.com/en/glossary/node-classification 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Node%20Classification&category=derin-ogrenme A core GNN task focused on predicting a label for each node in a graph. Node Classification https://sukruyusufkaya.com/glossary/latent-manifold 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Latent%20Manifold&category=derin-ogrenme Verinin düşük boyutlu ve anlamlı yapısının latent uzayda düzenli bir manifold olarak temsil edilmesi fikri. Latent Manifold https://sukruyusufkaya.com/en/glossary/latent-manifold 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Latent%20Manifold&category=derin-ogrenme The idea that meaningful low-dimensional structure of data is represented as a regular manifold in latent space. Latent Manifold https://sukruyusufkaya.com/glossary/posterior-collapse 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Posterior%20Collapse&category=derin-ogrenme VAE eğitiminde decoderın latent değişkeni göz ardı ederek temsil öğrenmenin zayıflamasına yol açtığı sorun. Posterior Collapse https://sukruyusufkaya.com/en/glossary/posterior-collapse 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Posterior%20Collapse&category=derin-ogrenme A VAE training issue in which the decoder ignores the latent variable, weakening representation learning. Posterior Collapse https://sukruyusufkaya.com/glossary/reparameterization-trick 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Reparameterization%20Trick&category=derin-ogrenme Rastgele örnekleme içeren latent değişken modellerini diferansiyellenebilir hale getiren temel VAE tekniği. Reparameterization Trick https://sukruyusufkaya.com/en/glossary/reparameterization-trick 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Reparameterization%20Trick&category=derin-ogrenme A core VAE technique that makes latent-variable models with stochastic sampling differentiable. Reparameterization Trick https://sukruyusufkaya.com/glossary/bottleneck-layer 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Bottleneck%20Katman%C4%B1&category=derin-ogrenme Modeli bilgiyi sıkıştırmaya zorlayarak daha öz temsil öğrenmesini sağlayan dar ara katman. Bottleneck Katmanı https://sukruyusufkaya.com/en/glossary/bottleneck-layer 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Bottleneck%20Layer&category=derin-ogrenme A narrow intermediate layer that forces the model to compress information and learn more compact representations. Bottleneck Layer https://sukruyusufkaya.com/glossary/context-window 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ba%C4%9Flam%20Penceresi&category=derin-ogrenme Bir Transformer modelinin tek seferde işleyebildiği maksimum sekans uzunluğu. Bağlam Penceresi https://sukruyusufkaya.com/en/glossary/context-window 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Context%20Window&category=derin-ogrenme The maximum sequence length that a Transformer model can process in a single pass. Context Window https://sukruyusufkaya.com/glossary/transformer-feed-forward-network 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Transformer%20Feed-Forward%20Network&category=derin-ogrenme Her token üzerinde bağımsız çalışan ve temsil dönüşümünü güçlendiren Transformer alt bloğu. Transformer Feed-Forward Network https://sukruyusufkaya.com/en/glossary/transformer-feed-forward-network 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Transformer%20Feed-Forward%20Network&category=derin-ogrenme A Transformer sub-block that operates independently on each token and strengthens representation transformation. Transformer Feed-Forward Network https://sukruyusufkaya.com/glossary/post-norm-transformer 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Post-Norm%20Transformer&category=derin-ogrenme Normalization katmanını dikkat veya FFN bloğundan sonra uygulayan klasik Transformer varyantı. Post-Norm Transformer https://sukruyusufkaya.com/en/glossary/post-norm-transformer 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Post-Norm%20Transformer&category=derin-ogrenme The classical Transformer variant that applies normalization after the attention or FFN block. Post-Norm Transformer https://sukruyusufkaya.com/glossary/pre-norm-transformer 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Pre-Norm%20Transformer&category=derin-ogrenme Normalization katmanını ana dikkat veya FFN bloğundan önce konumlandıran Transformer tasarım varyantı. Pre-Norm Transformer https://sukruyusufkaya.com/en/glossary/pre-norm-transformer 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Pre-Norm%20Transformer&category=derin-ogrenme A Transformer design variant that places normalization before the main attention or FFN block. Pre-Norm Transformer https://sukruyusufkaya.com/glossary/linear-attention 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Linear%20Attention&category=derin-ogrenme Attention hesaplamasını daha ölçeklenebilir hale getirmek için karmaşıklığı yaklaşık doğrusal düzeye indirmeyi hedefleyen yaklaşım. Linear Attention https://sukruyusufkaya.com/en/glossary/linear-attention 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Linear%20Attention&category=derin-ogrenme An approach that aims to make attention computation more scalable by reducing complexity to an approximately linear form. Linear Attention https://sukruyusufkaya.com/glossary/sparse-attention 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Seyrek%20Attention&category=derin-ogrenme Her öğenin tüm sekansa değil yalnızca seçili bölgelere dikkat etmesini sağlayarak maliyeti düşüren attention yaklaşımı. Seyrek Attention https://sukruyusufkaya.com/en/glossary/sparse-attention 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Sparse%20Attention&category=derin-ogrenme An attention approach that reduces cost by allowing each element to attend only to selected regions rather than the full sequence. Sparse Attention https://sukruyusufkaya.com/glossary/attention-score-matrix 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Attention%20Skor%20Matrisi&category=derin-ogrenme Bir sekans içindeki öğelerin birbirine ne kadar dikkat vereceğini sayısal olarak temsil eden matris yapı. Attention Skor Matrisi https://sukruyusufkaya.com/en/glossary/attention-score-matrix 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Attention%20Score%20Matrix&category=derin-ogrenme A matrix structure that numerically represents how much each element in a sequence attends to the others. Attention Score Matrix https://sukruyusufkaya.com/glossary/query-key-value-representation 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Query-Key-Value%20Temsili&category=derin-ogrenme Attention mekanizmasında bilgi erişimini sorgu, anahtar ve değer ayrımı üzerinden yapılandıran temsil şeması. Query-Key-Value Temsili https://sukruyusufkaya.com/en/glossary/query-key-value-representation 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Query-Key-Value%20Representation&category=derin-ogrenme A representation scheme in attention mechanisms that structures information access through the query, key, and value separation. Query-Key-Value Representation https://sukruyusufkaya.com/glossary/scheduled-sampling 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Scheduled%20Sampling&category=derin-ogrenme Teacher forcing kullanımını kademeli azaltarak eğitim ve çıkarım koşullarını birbirine yaklaştıran yöntem. Scheduled Sampling https://sukruyusufkaya.com/en/glossary/scheduled-sampling 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Scheduled%20Sampling&category=derin-ogrenme A method that gradually reduces teacher forcing to bring training conditions closer to inference conditions. Scheduled Sampling https://sukruyusufkaya.com/glossary/exposure-bias 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Exposure%20Bias&category=derin-ogrenme Eğitimde doğru geçmiş bağlamı gören modelin çıkarımda kendi hatalı geçmişiyle karşılaşması sorunu. Exposure Bias https://sukruyusufkaya.com/en/glossary/exposure-bias 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Exposure%20Bias&category=derin-ogrenme The problem in which a model trained on correct past context must face its own imperfect history during inference. Exposure Bias https://sukruyusufkaya.com/glossary/encoder-decoder-rnn 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Encoder-Decoder%20RNN&category=derin-ogrenme Giriş sekansını sıkıştırılmış bağlama dönüştürüp oradan çıktı sekansı üreten klasik sıralı mimari. Encoder-Decoder RNN https://sukruyusufkaya.com/en/glossary/encoder-decoder-rnn 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Encoder-Decoder%20RNN&category=derin-ogrenme A classical sequential architecture that compresses an input sequence into context and generates an output sequence from it. Encoder-Decoder RNN https://sukruyusufkaya.com/glossary/seq2seq-learning 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Seq2Seq%20%C3%96%C4%9Frenme&category=derin-ogrenme Bir giriş sekansını başka bir çıktı sekansına dönüştürmeye odaklanan genel modelleme yaklaşımı. Seq2Seq Öğrenme https://sukruyusufkaya.com/en/glossary/seq2seq-learning 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Sequence-to-Sequence%20Learning&category=derin-ogrenme A general modeling approach focused on converting one input sequence into another output sequence. Sequence-to-Sequence Learning https://sukruyusufkaya.com/glossary/feature-pyramid-network 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96zellik%20Piramidi%20A%C4%9F%C4%B1&category=derin-ogrenme Farklı ölçeklerdeki görsel bilgiyi birleştirerek çok ölçekli nesne algısını güçlendiren mimari yapı. Özellik Piramidi Ağı https://sukruyusufkaya.com/en/glossary/feature-pyramid-network 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Feature%20Pyramid%20Network&category=derin-ogrenme An architectural design that combines visual information across scales to improve multi-scale object understanding. Feature Pyramid Network https://sukruyusufkaya.com/glossary/squeeze-and-excitation 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Squeeze-and-Excitation&category=derin-ogrenme Özellik kanallarını küresel bağlamla yeniden ağırlıklandıran CNN modülü. Squeeze-and-Excitation https://sukruyusufkaya.com/en/glossary/squeeze-and-excitation 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Squeeze-and-Excitation&category=derin-ogrenme A CNN module that reweights feature channels using global context. Squeeze-and-Excitation https://sukruyusufkaya.com/glossary/channel-attention 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kanal%20Attention&category=derin-ogrenme Tüm özellik kanallarını eşit görmek yerine daha bilgilendirici kanalları vurgulayan dikkat mekanizması. Kanal Attention https://sukruyusufkaya.com/en/glossary/channel-attention 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Channel%20Attention&category=derin-ogrenme An attention mechanism that emphasizes more informative feature channels rather than treating all of them equally. Channel Attention https://sukruyusufkaya.com/glossary/feature-map 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96zellik%20Haritas%C4%B1&category=derin-ogrenme Bir evrişim katmanının belirli filtreler aracılığıyla çıkardığı uzamsal aktivasyon temsili. Özellik Haritası https://sukruyusufkaya.com/en/glossary/feature-map 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Feature%20Map&category=derin-ogrenme The spatial activation representation produced by a convolution layer through specific filters. Feature Map https://sukruyusufkaya.com/glossary/cutmix 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=CutMix&category=derin-ogrenme Görüntülerin parçalarını ve etiketlerini birlikte karıştırarak daha güçlü görsel düzenlileştirme sağlayan teknik. CutMix https://sukruyusufkaya.com/en/glossary/cutmix 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=CutMix&category=derin-ogrenme A visual regularization technique that mixes image regions and labels together to improve robustness. CutMix https://sukruyusufkaya.com/glossary/stochastic-weight-averaging 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Stochastic%20Weight%20Averaging&category=derin-ogrenme Eğitim sürecindeki farklı parametre noktalarını ortalayarak daha sağlam genelleme elde etmeyi amaçlayan yöntem. Stochastic Weight Averaging https://sukruyusufkaya.com/en/glossary/stochastic-weight-averaging 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Stochastic%20Weight%20Averaging&category=derin-ogrenme A method that averages parameter states from different stages of training in order to obtain more robust generalization. Stochastic Weight Averaging https://sukruyusufkaya.com/glossary/sharpness-aware-minimization 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Sharpness-Aware%20Minimization&category=derin-ogrenme Yalnızca düşük kayıp değil, aynı zamanda düz ve daha genellenebilir çözüm bölgeleri arayan optimizasyon yaklaşımı. Sharpness-Aware Minimization https://sukruyusufkaya.com/en/glossary/sharpness-aware-minimization 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Sharpness-Aware%20Minimization&category=derin-ogrenme An optimization approach that seeks not only low loss but also flatter and more generalizable solution regions. Sharpness-Aware Minimization https://sukruyusufkaya.com/glossary/layer-normalization 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Layer%20Normalization&category=derin-ogrenme Aktivasyonları örnek bazında normalize ederek özellikle sekans modellerinde daha kararlı eğitim sağlayan teknik. Layer Normalization https://sukruyusufkaya.com/en/glossary/layer-normalization 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Layer%20Normalization&category=derin-ogrenme A technique that normalizes activations at the sample level and provides more stable training especially in sequence models. Layer Normalization https://sukruyusufkaya.com/glossary/checkpointed-backpropagation 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Checkpointed%20Backpropagation&category=derin-ogrenme Bellek kullanımını azaltmak için bazı ara aktivasyonları saklamayıp gerektiğinde yeniden hesaplayan eğitim tekniği. Checkpointed Backpropagation https://sukruyusufkaya.com/en/glossary/checkpointed-backpropagation 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Checkpointed%20Backpropagation&category=derin-ogrenme A training technique that reduces memory usage by not storing all intermediate activations and recomputing them when needed. Checkpointed Backpropagation https://sukruyusufkaya.com/glossary/hessian-vector-product 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Hessian-Vekt%C3%B6r%20%C3%87arp%C4%B1m%C4%B1&category=derin-ogrenme İkinci mertebe bilgiye tam Hessian matrisi oluşturmadan erişmeyi sağlayan hesaplama tekniği. Hessian-Vektör Çarpımı https://sukruyusufkaya.com/en/glossary/hessian-vector-product 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Hessian-Vector%20Product&category=derin-ogrenme A computational technique that accesses second-order information without explicitly forming the full Hessian matrix. Hessian-Vector Product https://sukruyusufkaya.com/glossary/implicit-differentiation 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96rt%C3%BCk%20T%C3%BCrev%20Alma&category=derin-ogrenme Doğrudan açık biçimde yazılmayan çözümler veya denge koşulları üzerinden türev hesaplama yaklaşımı. Örtük Türev Alma https://sukruyusufkaya.com/en/glossary/implicit-differentiation 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Implicit%20Differentiation&category=derin-ogrenme An approach for computing derivatives through solutions or equilibrium conditions that are not written explicitly. Implicit Differentiation https://sukruyusufkaya.com/glossary/gradient-noise-scale 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Gradyan%20G%C3%BCr%C3%BClt%C3%BC%20%C3%96l%C3%A7e%C4%9Fi&category=derin-ogrenme Stokastik optimizasyonda gradyan tahminlerinin ne kadar gürültülü olduğunu karakterize eden eğitim dinamiği ölçütü. Gradyan Gürültü Ölçeği https://sukruyusufkaya.com/en/glossary/gradient-noise-scale 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Gradient%20Noise%20Scale&category=derin-ogrenme A training-dynamics measure that characterizes how noisy gradient estimates are in stochastic optimization. Gradient Noise Scale https://sukruyusufkaya.com/glossary/gated-linear-unit 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Gated%20Linear%20Unit&category=derin-ogrenme Doğrusal sinyali kapı mekanizmasıyla filtreleyerek daha seçici bilgi akışı sağlayan aktivasyon benzeri yapı. Gated Linear Unit https://sukruyusufkaya.com/en/glossary/gated-linear-unit 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Gated%20Linear%20Unit&category=derin-ogrenme An activation-like structure that filters linear signals through a gating mechanism to enable more selective information flow. Gated Linear Unit https://sukruyusufkaya.com/glossary/hard-swish-activation 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Hard-Swish%20Aktivasyonu&category=derin-ogrenme Swish benzeri davranışı daha düşük hesaplama maliyetiyle sunmayı amaçlayan verimli aktivasyon fonksiyonu. Hard-Swish Aktivasyonu https://sukruyusufkaya.com/en/glossary/hard-swish-activation 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Hard-Swish%20Activation&category=derin-ogrenme An efficient activation function designed to approximate Swish-like behavior at lower computational cost. Hard-Swish Activation https://sukruyusufkaya.com/glossary/mish-activation 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Mish%20Aktivasyonu&category=derin-ogrenme Yumuşak ve kendi içinde düzenli eğim yapısıyla dikkat çeken modern aktivasyon fonksiyonu. Mish Aktivasyonu https://sukruyusufkaya.com/en/glossary/mish-activation 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Mish%20Activation&category=derin-ogrenme A modern activation function noted for its smooth shape and internally regular gradient behavior. Mish Activation https://sukruyusufkaya.com/glossary/selu-activation 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=SELU%20Aktivasyonu&category=derin-ogrenme Kendi kendini normalize eden ağ davranışını desteklemek amacıyla tasarlanmış aktivasyon fonksiyonu. SELU Aktivasyonu https://sukruyusufkaya.com/en/glossary/selu-activation 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=SELU%20Activation&category=derin-ogrenme An activation function designed to support self-normalizing network behavior. SELU Activation https://sukruyusufkaya.com/glossary/neural-tangent-kernel 2026-05-25T16:55:25.027Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Neural%20Tangent%20Kernel&category=derin-ogrenme Çok geniş sinir ağlarının eğitim dinamiklerini çekirdek yöntemleriyle ilişkilendiren teorik çerçeve. Neural Tangent Kernel https://sukruyusufkaya.com/en/glossary/neural-tangent-kernel 2026-05-25T16:55:25.027Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Neural%20Tangent%20Kernel&category=derin-ogrenme A theoretical framework that connects the training dynamics of very wide neural networks with kernel methods. Neural Tangent Kernel https://sukruyusufkaya.com/glossary/feature-hierarchy 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96zellik%20Hiyerar%C5%9Fisi&category=derin-ogrenme Alt katmanlardan üst katmanlara doğru gidildikçe daha soyut temsillerin öğrenilmesi yapısı. Özellik Hiyerarşisi https://sukruyusufkaya.com/en/glossary/feature-hierarchy 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Feature%20Hierarchy&category=derin-ogrenme The structure in which representations become increasingly abstract from lower to higher layers. Feature Hierarchy https://sukruyusufkaya.com/glossary/inductive-bias 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C4%B0nd%C3%BCktif%20Yanl%C4%B1l%C4%B1k&category=derin-ogrenme Bir modelin hangi tür örüntüleri öğrenmeye doğal olarak daha yatkın olduğunu belirleyen yapısal eğilim. İndüktif Yanlılık https://sukruyusufkaya.com/en/glossary/inductive-bias 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Inductive%20Bias&category=derin-ogrenme The structural tendency that determines which kinds of patterns a model is naturally more likely to learn. Inductive Bias https://sukruyusufkaya.com/glossary/overparameterization 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=A%C5%9F%C4%B1r%C4%B1%20Parametreleme&category=derin-ogrenme Modelin veri miktarına kıyasla çok yüksek parametre kapasitesine sahip olması durumu. Aşırı Parametreleme https://sukruyusufkaya.com/en/glossary/overparameterization 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Overparameterization&category=derin-ogrenme The condition in which a model has a parameter capacity far larger than the amount of available data. Overparameterization https://sukruyusufkaya.com/glossary/oversmoothing-in-gnn 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=GNN'de%20Oversmoothing&category=derin-ogrenme Çok fazla mesaj geçişi sonrası düğüm temsillerinin birbirine aşırı benzemesiyle ayrıştırma gücünün kaybolması sorunu. GNN'de Oversmoothing https://sukruyusufkaya.com/en/glossary/oversmoothing-in-gnn 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Oversmoothing%20in%20GNN&category=derin-ogrenme A problem in which node representations become too similar after excessive message passing, reducing discriminative power. Oversmoothing in GNN https://sukruyusufkaya.com/glossary/link-prediction 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ba%C4%9Flant%C4%B1%20Tahmini&category=derin-ogrenme Grafik yapısında mevcut olmayan ama oluşma olasılığı yüksek kenarları tahmin etmeye yönelik görev. Bağlantı Tahmini https://sukruyusufkaya.com/en/glossary/link-prediction 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Link%20Prediction&category=derin-ogrenme A task aimed at predicting edges that are not currently present in a graph but are likely to exist. Link Prediction https://sukruyusufkaya.com/glossary/heterogeneous-graph-neural-network 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Heterojen%20Grafik%20Sinir%20A%C4%9F%C4%B1&category=derin-ogrenme Farklı düğüm ve ilişki türlerini aynı grafik içinde modelleyebilen gelişmiş GNN yapısı. Heterojen Grafik Sinir Ağı https://sukruyusufkaya.com/en/glossary/heterogeneous-graph-neural-network 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Heterogeneous%20Graph%20Neural%20Network&category=derin-ogrenme An advanced GNN architecture capable of modeling different node and relation types within the same graph. Heterogeneous Graph Neural Network https://sukruyusufkaya.com/glossary/graph-pooling 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Grafik%20Pooling&category=derin-ogrenme Grafikteki düğüm bilgisini daha özet ve görev odaklı temsillere indirgemeyi amaçlayan GNN işlemi. Grafik Pooling https://sukruyusufkaya.com/en/glossary/graph-pooling 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Graph%20Pooling&category=derin-ogrenme A GNN operation that aims to compress node information into more compact and task-relevant representations. Graph Pooling https://sukruyusufkaya.com/glossary/latent-space-interpolation 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Latent%20Uzay%20%C4%B0nterpolasyonu&category=derin-ogrenme Latent temsil noktaları arasında geçiş yaparak modelin öğrendiği yapının sürekliliğini inceleme tekniği. Latent Uzay İnterpolasyonu https://sukruyusufkaya.com/en/glossary/latent-space-interpolation 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Latent%20Space%20Interpolation&category=derin-ogrenme A technique for exploring the continuity of learned structure by moving between points in latent representation space. Latent Space Interpolation https://sukruyusufkaya.com/glossary/vector-quantized-autoencoder 2026-05-25T17:18:37.039Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Vector-Quantized%20Autoencoder&category=derin-ogrenme Sürekli latent uzay yerine ayrık kod kitabı kullanan generatif autoencoder yapısı. Vector-Quantized Autoencoder https://sukruyusufkaya.com/en/glossary/vector-quantized-autoencoder 2026-05-25T17:18:37.039Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Vector-Quantized%20Autoencoder&category=derin-ogrenme A generative autoencoder architecture that uses a discrete codebook instead of a continuous latent space. Vector-Quantized Autoencoder https://sukruyusufkaya.com/glossary/beta-vae 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Beta-VAE&category=derin-ogrenme Latent uzayda daha ayrışmış faktörler öğrenmek için VAE düzenlileştirmesini güçlendiren varyasyonel model. Beta-VAE https://sukruyusufkaya.com/en/glossary/beta-vae 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Beta-VAE&category=derin-ogrenme A variational model that strengthens VAE regularization to learn more disentangled factors in latent space. Beta-VAE https://sukruyusufkaya.com/glossary/contractive-autoencoder 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Contractive%20Autoencoder&category=derin-ogrenme Girdi perturbasyonlarına duyarlı olmayan daha kararlı latent temsiller öğrenmek için ek ceza kullanan autoencoder türü. Contractive Autoencoder https://sukruyusufkaya.com/en/glossary/contractive-autoencoder 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Contractive%20Autoencoder&category=derin-ogrenme A type of autoencoder that uses an additional penalty to learn more stable latent representations under input perturbations. Contractive Autoencoder https://sukruyusufkaya.com/glossary/key-value-cache 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Key-Value%20Cache&category=derin-ogrenme Otokorelasyonlu Transformer üretiminde önceki dikkat temsillerini saklayarak çıkarımı hızlandıran mekanizma. Key-Value Cache https://sukruyusufkaya.com/en/glossary/key-value-cache 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Key-Value%20Cache&category=derin-ogrenme A mechanism that speeds up autoregressive Transformer inference by storing previous attention representations. Key-Value Cache https://sukruyusufkaya.com/glossary/rotary-positional-embedding 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Rotary%20Positional%20Embedding&category=derin-ogrenme Konum bilgisini vektör uzayında döndürme işlemleriyle kodlayan modern pozisyon temsil yöntemi. Rotary Positional Embedding https://sukruyusufkaya.com/en/glossary/rotary-positional-embedding 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Rotary%20Positional%20Embedding&category=derin-ogrenme A modern positional representation method that encodes order information through rotations in vector space. Rotary Positional Embedding https://sukruyusufkaya.com/glossary/masked-language-modeling 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Masked%20Language%20Modeling&category=derin-ogrenme Girdideki bazı tokenları gizleyip bunları bağlamdan tahmin etmeye dayanan ön eğitim hedefi. Masked Language Modeling https://sukruyusufkaya.com/en/glossary/masked-language-modeling 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Masked%20Language%20Modeling&category=derin-ogrenme A pretraining objective based on masking some input tokens and predicting them from context. Masked Language Modeling https://sukruyusufkaya.com/glossary/encoder-only-transformer 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Encoder-Only%20Transformer&category=derin-ogrenme Bağlamsal temsil öğrenmeye odaklanan ve çoğunlukla anlama görevlerinde kullanılan Transformer mimarisi. Encoder-Only Transformer https://sukruyusufkaya.com/en/glossary/encoder-only-transformer 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Encoder-Only%20Transformer&category=derin-ogrenme A Transformer architecture focused on contextual representation learning and used mainly for understanding tasks. Encoder-Only Transformer https://sukruyusufkaya.com/glossary/attention-mask 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Attention%20Mask&category=derin-ogrenme Modelin dikkat hesaplamasında hangi konumları görebileceğini veya göremeyeceğini belirleyen kontrol yapısı. Attention Mask https://sukruyusufkaya.com/en/glossary/attention-mask 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Attention%20Mask&category=derin-ogrenme A control mechanism that determines which positions a model may or may not attend to during attention computation. Attention Mask https://sukruyusufkaya.com/glossary/causal-attention 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Nedensel%20Attention&category=derin-ogrenme Bir tokenın yalnızca kendisinden önceki konumlara bakmasına izin veren otoregresif dikkat yapısı. Nedensel Attention https://sukruyusufkaya.com/en/glossary/causal-attention 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Causal%20Attention&category=derin-ogrenme An autoregressive attention structure that allows a token to attend only to positions at or before itself. Causal Attention https://sukruyusufkaya.com/glossary/additive-attention 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Additive%20Attention&category=derin-ogrenme Sorgu ve bağlam temsillerini öğrenilebilir bir birleşim fonksiyonu ile karşılaştıran erken dönem dikkat yaklaşımı. Additive Attention https://sukruyusufkaya.com/en/glossary/additive-attention 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Additive%20Attention&category=derin-ogrenme An early attention approach that compares query and context representations through a learnable combination function. Additive Attention https://sukruyusufkaya.com/glossary/scaled-dot-product-attention 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96l%C3%A7eklenmi%C5%9F%20Noktasal%20%C3%87arp%C4%B1m%20Attention&category=derin-ogrenme Sorgu ve anahtar vektörleri arasındaki benzerliği ölçekleyerek dikkat ağırlıkları üreten temel Transformer işlemi. Ölçeklenmiş Noktasal Çarpım Attention https://sukruyusufkaya.com/en/glossary/scaled-dot-product-attention 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Scaled%20Dot-Product%20Attention&category=derin-ogrenme The fundamental Transformer operation that computes attention weights by scaling similarity between query and key vectors. Scaled Dot-Product Attention https://sukruyusufkaya.com/glossary/truncated-bptt 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=K%C4%B1salt%C4%B1lm%C4%B1%C5%9F%20BPTT&category=derin-ogrenme Uzun sekanslarda geri yayılımı sınırlı pencere üzerinde yaparak eğitimi daha hesaplanabilir hale getiren yöntem. Kısaltılmış BPTT https://sukruyusufkaya.com/en/glossary/truncated-bptt 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Truncated%20BPTT&category=derin-ogrenme A method that makes training more tractable on long sequences by applying backpropagation over a limited window. Truncated BPTT https://sukruyusufkaya.com/glossary/teacher-forcing 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Teacher%20Forcing&category=derin-ogrenme Sekans üretim eğitiminde modelin kendi çıktısı yerine gerçek önceki çıktıyla beslenmesini sağlayan strateji. Teacher Forcing https://sukruyusufkaya.com/en/glossary/teacher-forcing 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Teacher%20Forcing&category=derin-ogrenme A training strategy in sequence generation where the model is fed the true previous output instead of its own prediction. Teacher Forcing https://sukruyusufkaya.com/glossary/cell-state 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=H%C3%BCcre%20Durumu&category=derin-ogrenme LSTM mimarisinde uzun dönem bilgiyi daha doğrudan taşıyan hafıza yolu. Hücre Durumu https://sukruyusufkaya.com/en/glossary/cell-state 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Cell%20State&category=derin-ogrenme A memory pathway in LSTM architectures that carries long-term information more directly. Cell State https://sukruyusufkaya.com/glossary/hidden-state 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Gizli%20Durum&category=derin-ogrenme Sekans modellerinde geçmiş bilgiyi taşıyan ve zaman boyunca güncellenen iç temsil vektörü. Gizli Durum https://sukruyusufkaya.com/en/glossary/hidden-state 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Hidden%20State&category=derin-ogrenme An internal representation vector in sequence models that carries past information and is updated over time. Hidden State https://sukruyusufkaya.com/glossary/transposed-convolution 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Transposed%20Convolution&category=derin-ogrenme Özellik haritalarını daha yüksek uzamsal çözünürlüğe taşıyan öğrenilebilir yukarı örnekleme katmanı. Transposed Convolution https://sukruyusufkaya.com/en/glossary/transposed-convolution 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Transposed%20Convolution&category=derin-ogrenme A learnable upsampling layer that maps feature maps to higher spatial resolution. Transposed Convolution https://sukruyusufkaya.com/glossary/depthwise-separable-convolution 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Depthwise%20Separable%20Convolution&category=derin-ogrenme Uzamsal ve kanal dönüşümlerini ayırarak CNN hesaplama maliyetini düşüren verimli evrişim yapısı. Depthwise Separable Convolution https://sukruyusufkaya.com/en/glossary/depthwise-separable-convolution 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Depthwise%20Separable%20Convolution&category=derin-ogrenme An efficient convolution structure that reduces CNN computation by separating spatial and channel transformations. Depthwise Separable Convolution https://sukruyusufkaya.com/glossary/dilated-convolution 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Dilated%20Convolution&category=derin-ogrenme Filtre elemanları arasına boşluklar koyarak receptive field'ı büyüten evrişim tekniği. Dilated Convolution https://sukruyusufkaya.com/en/glossary/dilated-convolution 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Dilated%20Convolution&category=derin-ogrenme A convolution technique that enlarges the receptive field by inserting gaps between filter elements. Dilated Convolution https://sukruyusufkaya.com/glossary/stride 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Stride&category=derin-ogrenme Filtrenin giriş üzerinde kaç adımla ilerleyeceğini belirleyen ve çıktı çözünürlüğünü etkileyen CNN hiperparametresi. Stride https://sukruyusufkaya.com/en/glossary/stride 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Stride&category=derin-ogrenme A CNN hyperparameter that determines how many steps a filter moves across the input and affects output resolution. Stride https://sukruyusufkaya.com/glossary/mixup 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Mixup&category=derin-ogrenme Eğitim örneklerini ve etiketlerini karıştırarak modelin daha yumuşak karar sınırları öğrenmesini sağlayan veri temelli düzenlileştirme tekniği. Mixup https://sukruyusufkaya.com/en/glossary/mixup 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Mixup&category=derin-ogrenme A data-driven regularization technique that mixes training examples and labels so the model learns smoother decision boundaries. Mixup https://sukruyusufkaya.com/glossary/stochastic-depth 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Stochastic%20Depth&category=derin-ogrenme Eğitim sırasında bazı katmanları rastgele atlayarak çok derin ağlarda daha güçlü düzenlileştirme sağlayan yöntem. Stochastic Depth https://sukruyusufkaya.com/en/glossary/stochastic-depth 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Stochastic%20Depth&category=derin-ogrenme A method that provides stronger regularization in very deep networks by randomly skipping some layers during training. Stochastic Depth https://sukruyusufkaya.com/glossary/data-augmentation 2026-05-25T08:19:38.924Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20Art%C4%B1rma&category=derin-ogrenme Eğitim verisini anlamlı dönüşümlerle çoğaltarak genelleme gücünü artırmayı amaçlayan düzenlileştirme yaklaşımı. Veri Artırma https://sukruyusufkaya.com/en/glossary/data-augmentation 2026-05-25T08:19:38.924Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Augmentation&category=derin-ogrenme A regularization approach that improves generalization by expanding training data through meaningful transformations. Data Augmentation https://sukruyusufkaya.com/glossary/batch-normalization 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Batch%20Normalization&category=derin-ogrenme Ara katman aktivasyonlarını mini-batch düzeyinde normalize ederek eğitimi hızlandıran ve kısmen düzenlileştiren teknik. Batch Normalization https://sukruyusufkaya.com/en/glossary/batch-normalization 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Batch%20Normalization&category=derin-ogrenme A technique that normalizes intermediate activations at the mini-batch level to accelerate training and provide partial regularization. Batch Normalization https://sukruyusufkaya.com/glossary/exploding-gradients 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Gradyan%20Patlamas%C4%B1&category=derin-ogrenme Geri yayılım sırasında gradyanların aşırı büyüyerek eğitimi kararsız hale getirdiği optimizasyon sorunu. Gradyan Patlaması https://sukruyusufkaya.com/en/glossary/exploding-gradients 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Exploding%20Gradients&category=derin-ogrenme An optimization problem in which gradients grow excessively during backpropagation and destabilize training. Exploding Gradients https://sukruyusufkaya.com/glossary/gradient-checking 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Gradyan%20Kontrol%C3%BC&category=derin-ogrenme Analitik gradyanların sayısal yaklaşıklarla karşılaştırılarak doğrulanmasını sağlayan hata ayıklama tekniği. Gradyan Kontrolü https://sukruyusufkaya.com/en/glossary/gradient-checking 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Gradient%20Checking&category=derin-ogrenme A debugging technique that validates analytical gradients by comparing them with numerical approximations. Gradient Checking https://sukruyusufkaya.com/glossary/jacobian-matrix 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Jacobian%20Matrisi&category=derin-ogrenme Vektör değerli fonksiyonların türev yapısını temsil eden ve çok boyutlu geri yayılımda önemli rol oynayan matris. Jacobian Matrisi https://sukruyusufkaya.com/en/glossary/jacobian-matrix 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Jacobian%20Matrix&category=derin-ogrenme A matrix representing the derivative structure of vector-valued functions and playing an important role in multidimensional backpropagation. Jacobian Matrix https://sukruyusufkaya.com/glossary/chain-rule 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Zincir%20Kural%C4%B1&category=derin-ogrenme Bileşik fonksiyonların türevini hesaplamaya yarayan ve geri yayılımın matematiksel temelini oluşturan kural. Zincir Kuralı https://sukruyusufkaya.com/en/glossary/chain-rule 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Chain%20Rule&category=derin-ogrenme The rule for computing derivatives of composed functions and the mathematical foundation of backpropagation. Chain Rule https://sukruyusufkaya.com/glossary/softmax-activation 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Softmax%20Aktivasyonu&category=derin-ogrenme Çok sınıflı çıktıların normalize edilmiş olasılık dağılımı olarak ifade edilmesini sağlayan çıktı aktivasyonu. Softmax Aktivasyonu https://sukruyusufkaya.com/en/glossary/softmax-activation 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Softmax%20Activation&category=derin-ogrenme An output activation that expresses multiclass outputs as a normalized probability distribution. Softmax Activation https://sukruyusufkaya.com/glossary/swish-activation 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Swish%20Aktivasyonu&category=derin-ogrenme Girdiyi sigmoid ile çarparak yumuşak ve doğrusal olmayan dönüşüm sağlayan modern aktivasyon fonksiyonu. Swish Aktivasyonu https://sukruyusufkaya.com/en/glossary/swish-activation 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Swish%20Activation&category=derin-ogrenme A modern activation function that multiplies the input by a sigmoid to create a smooth nonlinear transformation. Swish Activation https://sukruyusufkaya.com/glossary/elu 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=ELU&category=derin-ogrenme Negatif bölgede yumuşak üstel davranış göstererek daha dengeli aktivasyon dağılımı üretmeyi amaçlayan fonksiyon. ELU https://sukruyusufkaya.com/en/glossary/elu 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=ELU&category=derin-ogrenme An activation function that uses smooth exponential behavior in the negative region to encourage a more balanced activation distribution. ELU https://sukruyusufkaya.com/glossary/leaky-relu 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Leaky%20ReLU&category=derin-ogrenme Negatif bölgede küçük ama sıfır olmayan eğim bırakarak dying ReLU sorununu hafifletmeye çalışan aktivasyon fonksiyonu. Leaky ReLU https://sukruyusufkaya.com/en/glossary/leaky-relu 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Leaky%20ReLU&category=derin-ogrenme An activation function that leaves a small nonzero slope in the negative region to alleviate the dying ReLU problem. Leaky ReLU https://sukruyusufkaya.com/glossary/skip-connection 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Atlama%20Ba%C4%9Flant%C4%B1s%C4%B1&category=derin-ogrenme Bilginin bazı katmanları atlayarak ileri taşınmasına izin veren ve eğitim kararlılığını artıran mimari bağlantı. Atlama Bağlantısı https://sukruyusufkaya.com/en/glossary/skip-connection 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Skip%20Connection&category=derin-ogrenme An architectural connection that allows information to bypass certain layers and improves training stability. Skip Connection https://sukruyusufkaya.com/glossary/parameter-sharing 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Parametre%20Payla%C5%9F%C4%B1m%C4%B1&category=derin-ogrenme Aynı ağırlıkların birden fazla konum veya yapıda tekrar kullanılmasını sağlayan verimli öğrenme ilkesi. Parametre Paylaşımı https://sukruyusufkaya.com/en/glossary/parameter-sharing 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Parameter%20Sharing&category=derin-ogrenme An efficient learning principle in which the same weights are reused across multiple positions or structures. Parameter Sharing https://sukruyusufkaya.com/glossary/universal-approximation-theorem 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Evrensel%20Yakla%C5%9Ft%C4%B1rma%20Teoremi&category=derin-ogrenme Yeterli kapasiteye sahip bir sinir ağının çok geniş bir fonksiyon sınıfını yaklaşık olarak öğrenebileceğini ifade eden kuramsal sonuç. Evrensel Yaklaştırma Teoremi https://sukruyusufkaya.com/en/glossary/universal-approximation-theorem 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Universal%20Approximation%20Theorem&category=derin-ogrenme A theoretical result stating that a neural network with sufficient capacity can approximate a very broad class of functions. Universal Approximation Theorem https://sukruyusufkaya.com/glossary/hidden-layer-width 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Gizli%20Katman%20Geni%C5%9Fli%C4%9Fi&category=derin-ogrenme Bir katmandaki nöron sayısını ifade eden ve model kapasitesini doğrudan etkileyen temel mimari kavram. Gizli Katman Genişliği https://sukruyusufkaya.com/en/glossary/hidden-layer-width 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Hidden%20Layer%20Width&category=derin-ogrenme An architectural concept referring to the number of neurons in a layer and directly affecting model capacity. Hidden Layer Width https://sukruyusufkaya.com/glossary/message-passing-neural-network 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Mesaj%20Ge%C3%A7i%C5%9Fli%20Sinir%20A%C4%9F%C4%B1&category=derin-ogrenme Düğümler arasında mesaj alışverişi mantığıyla grafik yapıda bilgi güncellemesi yapan genel GNN çerçevesi. Mesaj Geçişli Sinir Ağı https://sukruyusufkaya.com/en/glossary/message-passing-neural-network 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Message%20Passing%20Neural%20Network&category=derin-ogrenme A general GNN framework that updates information over graphs through message exchange among nodes. Message Passing Neural Network https://sukruyusufkaya.com/glossary/graph-attention-network 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Grafik%20Attention%20A%C4%9F%C4%B1&category=derin-ogrenme Komşu düğümlerin katkılarını eşit değil öğrenilmiş dikkat ağırlıklarıyla birleştiren GNN mimarisi. Grafik Attention Ağı https://sukruyusufkaya.com/en/glossary/graph-attention-network 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Graph%20Attention%20Network&category=derin-ogrenme A GNN architecture that combines neighboring nodes with learned attention weights rather than treating them equally. Graph Attention Network https://sukruyusufkaya.com/glossary/graphsage 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=GraphSAGE&category=derin-ogrenme Komşu örneklemeyi kullanarak büyük ölçekli grafiklerde temsil öğrenmeyi ölçeklenebilir hale getiren GNN yöntemi. GraphSAGE https://sukruyusufkaya.com/en/glossary/graphsage 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=GraphSAGE&category=derin-ogrenme A GNN method that makes representation learning scalable on large graphs through neighborhood sampling. GraphSAGE https://sukruyusufkaya.com/glossary/graph-convolutional-network 2026-05-25T14:53:40.220Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Grafik%20Evri%C5%9Fim%20A%C4%9F%C4%B1&category=derin-ogrenme Düğüm komşuluk bilgisini kullanarak grafik yapılar üzerinde temsil öğrenen temel GNN mimarisi. Grafik Evrişim Ağı https://sukruyusufkaya.com/en/glossary/graph-convolutional-network 2026-05-25T14:53:40.220Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Graph%20Convolutional%20Network&category=derin-ogrenme A foundational GNN architecture that learns representations over graphs by using neighborhood information. Graph Convolutional Network https://sukruyusufkaya.com/glossary/sparse-autoencoder 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Seyrek%20Autoencoder&category=derin-ogrenme Latent temsilde yalnızca az sayıda nöronun etkin olmasını teşvik ederek daha seçici özellikler öğrenen autoencoder türü. Seyrek Autoencoder https://sukruyusufkaya.com/en/glossary/sparse-autoencoder 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Sparse%20Autoencoder&category=derin-ogrenme A type of autoencoder that encourages only a small number of latent neurons to activate, leading to more selective features. Sparse Autoencoder https://sukruyusufkaya.com/glossary/variational-autoencoder 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Varyasyonel%20Autoencoder&category=derin-ogrenme Latent uzayı olasılıksal biçimde modelleyerek hem temsil hem üretim yeteneği kazanan generatif autoencoder yapısı. Varyasyonel Autoencoder https://sukruyusufkaya.com/en/glossary/variational-autoencoder 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Variational%20Autoencoder&category=derin-ogrenme A generative autoencoder architecture that models the latent space probabilistically for both representation and generation. Variational Autoencoder https://sukruyusufkaya.com/glossary/denoising-autoencoder 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Denoising%20Autoencoder&category=derin-ogrenme Bozulmuş girdiden temiz çıktıyı yeniden üretmeye çalışarak daha sağlam temsiller öğrenen autoencoder türü. Denoising Autoencoder https://sukruyusufkaya.com/en/glossary/denoising-autoencoder 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Denoising%20Autoencoder&category=derin-ogrenme A type of autoencoder that learns more robust representations by reconstructing clean outputs from corrupted inputs. Denoising Autoencoder https://sukruyusufkaya.com/glossary/autoencoder 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Autoencoder&category=derin-ogrenme Veriyi sıkıştırıp yeniden üretmeye çalışarak düşük boyutlu temsil öğrenen sinir ağı yapısı. Autoencoder https://sukruyusufkaya.com/en/glossary/autoencoder 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Autoencoder&category=derin-ogrenme A neural architecture that learns low-dimensional representations by compressing and reconstructing data. Autoencoder https://sukruyusufkaya.com/glossary/mixture-of-experts-transformer 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Uzman%20Kar%C4%B1%C5%9F%C4%B1ml%C4%B1%20Transformer&category=derin-ogrenme Her girdide tüm ağı değil seçili uzman alt ağları etkinleştirerek ölçek verimliliği sağlayan Transformer yaklaşımı. Uzman Karışımlı Transformer https://sukruyusufkaya.com/en/glossary/mixture-of-experts-transformer 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Mixture-of-Experts%20Transformer&category=derin-ogrenme A Transformer approach that improves scaling efficiency by activating selected expert subnetworks rather than the full model on every input. Mixture-of-Experts Transformer https://sukruyusufkaya.com/glossary/decoder-only-transformer 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Decoder-Only%20Transformer&category=derin-ogrenme Otokorelasyonlu biçimde bir sonraki tokenı tahmin ederek üretim yapan modern büyük dil modeli mimarisi. Decoder-Only Transformer https://sukruyusufkaya.com/en/glossary/decoder-only-transformer 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Decoder-Only%20Transformer&category=derin-ogrenme A modern large-language-model architecture that generates autoregressively by predicting the next token. Decoder-Only Transformer https://sukruyusufkaya.com/glossary/encoder-decoder-transformer 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Encoder-Decoder%20Transformer&category=derin-ogrenme Girdi sekansını kodlayıp çıktı sekansını bağlamsal olarak üreten klasik Transformer mimarisi. Encoder-Decoder Transformer https://sukruyusufkaya.com/en/glossary/encoder-decoder-transformer 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Encoder-Decoder%20Transformer&category=derin-ogrenme The classical Transformer architecture that encodes an input sequence and contextually generates an output sequence. Encoder-Decoder Transformer https://sukruyusufkaya.com/glossary/positional-encoding 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Pozisyon%20Kodlama&category=derin-ogrenme Transformer modellerine sıradaki konum bilgisini ekleyerek sekans düzenini görünür kılan yöntem. Pozisyon Kodlama https://sukruyusufkaya.com/en/glossary/positional-encoding 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Positional%20Encoding&category=derin-ogrenme A method that injects order information into Transformer models so sequence positions become visible. Positional Encoding https://sukruyusufkaya.com/glossary/multi-head-attention 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Multi-Head%20Attention&category=derin-ogrenme Dikkat işlemini birden fazla alt uzayda paralel yürüterek farklı ilişki türlerini öğrenen yapı. Multi-Head Attention https://sukruyusufkaya.com/en/glossary/multi-head-attention 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Multi-Head%20Attention&category=derin-ogrenme A structure that runs attention in parallel across multiple subspaces to learn different types of relationships. Multi-Head Attention https://sukruyusufkaya.com/glossary/cross-attention 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Cross-Attention&category=derin-ogrenme Bir temsil kümesinin başka bir temsil kümesinden bağlam almasını sağlayan dikkat mekanizması. Cross-Attention https://sukruyusufkaya.com/en/glossary/cross-attention 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Cross-Attention&category=derin-ogrenme An attention mechanism that allows one representation set to draw context from another representation set. Cross-Attention https://sukruyusufkaya.com/glossary/self-attention 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Self-Attention&category=derin-ogrenme Bir sekans içindeki her öğenin diğer öğelerle ilişkisini doğrudan modelleyen dikkat mekanizması. Self-Attention https://sukruyusufkaya.com/en/glossary/self-attention 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Self-Attention&category=derin-ogrenme An attention mechanism in which each element in a sequence directly models its relationship with all others. Self-Attention https://sukruyusufkaya.com/glossary/attention 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Attention&category=derin-ogrenme Modelin karar verirken girdinin hangi bölümlerine daha fazla odaklanacağını öğrenmesini sağlayan mekanizma. Attention https://sukruyusufkaya.com/en/glossary/attention 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Attention&category=derin-ogrenme A mechanism that enables a model to learn which parts of the input deserve more focus during prediction. Attention https://sukruyusufkaya.com/glossary/bidirectional-rnn 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%87ift%20Y%C3%B6nl%C3%BC%20RNN&category=derin-ogrenme Sekans bilgisini hem geçmişten geleceğe hem gelecekten geçmişe işleyerek daha zengin bağlam sağlayan RNN yapısı. Çift Yönlü RNN https://sukruyusufkaya.com/en/glossary/bidirectional-rnn 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Bidirectional%20RNN&category=derin-ogrenme An RNN structure that processes sequence information in both forward and backward directions to provide richer context. Bidirectional RNN https://sukruyusufkaya.com/glossary/gru 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=GRU&category=derin-ogrenme LSTM'ye göre daha sade kapı yapısıyla sekans bağımlılıklarını öğrenen tekrarlayan ağ birimi. GRU https://sukruyusufkaya.com/en/glossary/gru 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=GRU&category=derin-ogrenme A recurrent unit that learns sequence dependencies through a simpler gating structure than LSTM. GRU https://sukruyusufkaya.com/glossary/lstm 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=LSTM&category=derin-ogrenme Uzun dönem bağımlılıkları öğrenmek için kapı mekanizmaları kullanan gelişmiş tekrarlayan ağ yapısı. LSTM https://sukruyusufkaya.com/en/glossary/lstm 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=LSTM&category=derin-ogrenme An advanced recurrent architecture that uses gating mechanisms to learn long-term dependencies. LSTM https://sukruyusufkaya.com/glossary/recurrent-neural-network 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Tekrarlayan%20Sinir%20A%C4%9F%C4%B1&category=derin-ogrenme Geçmiş zaman adımlarından bilgi taşıyarak sıralı verileri modelleyen temel sinir ağı ailesi. Tekrarlayan Sinir Ağı https://sukruyusufkaya.com/en/glossary/recurrent-neural-network 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Recurrent%20Neural%20Network&category=derin-ogrenme A foundational neural network family that models sequential data by carrying information from past time steps. Recurrent Neural Network https://sukruyusufkaya.com/glossary/residual-block 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Residual%20Blok&category=derin-ogrenme Kimlik bağlantıları ile bilgiyi doğrudan taşıyarak derin CNN eğitimini kolaylaştıran yapı taşı. Residual Blok https://sukruyusufkaya.com/en/glossary/residual-block 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Residual%20Block&category=derin-ogrenme A building block that eases the training of deep CNNs by carrying information directly through identity connections. Residual Block https://sukruyusufkaya.com/glossary/receptive-field 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Receptive%20Field&category=derin-ogrenme Bir nöronun veya özellik aktivasyonunun girdide hangi bölgeden bilgi topladığını ifade eden kavram. Receptive Field https://sukruyusufkaya.com/en/glossary/receptive-field 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Receptive%20Field&category=derin-ogrenme A concept describing which region of the input contributes information to a neuron or feature activation. Receptive Field https://sukruyusufkaya.com/glossary/pooling-layer 2026-05-25T14:27:18.207Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Pooling%20Katman%C4%B1&category=derin-ogrenme Özellik haritalarını özetleyerek boyutu küçülten ve yerel değişimlere dayanıklılık sağlayan katman. Pooling Katmanı https://sukruyusufkaya.com/en/glossary/pooling-layer 2026-05-25T14:27:18.207Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Pooling%20Layer&category=derin-ogrenme A layer that summarizes feature maps, reduces dimensionality, and provides robustness to local variations. Pooling Layer https://sukruyusufkaya.com/glossary/convolution 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Evri%C5%9Fim&category=derin-ogrenme Yerel filtreler kullanarak uzamsal örüntüleri yakalayan CNN'lerin temel işlemi. Evrişim https://sukruyusufkaya.com/en/glossary/convolution 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Convolution&category=derin-ogrenme The fundamental operation of CNNs that captures spatial patterns through local filters. Convolution https://sukruyusufkaya.com/glossary/early-stopping 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Early%20Stopping&category=derin-ogrenme Doğrulama performansı bozulmaya başladığında eğitimi durdurarak aşırı uyumu önleyen strateji. Early Stopping https://sukruyusufkaya.com/en/glossary/early-stopping 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Early%20Stopping&category=derin-ogrenme A strategy that prevents overfitting by stopping training when validation performance begins to deteriorate. Early Stopping https://sukruyusufkaya.com/glossary/weight-decay 2026-05-25T16:35:33.140Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Weight%20Decay&category=derin-ogrenme Ağırlık büyüklüklerini cezalandırarak model karmaşıklığını kontrol altında tutan düzenlileştirme yaklaşımı. Weight Decay https://sukruyusufkaya.com/en/glossary/weight-decay 2026-05-25T16:35:33.140Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Weight%20Decay&category=derin-ogrenme A regularization approach that penalizes weight magnitude in order to control model complexity. Weight Decay https://sukruyusufkaya.com/glossary/dropout 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Dropout&category=derin-ogrenme Eğitim sırasında bazı nöronları geçici olarak devre dışı bırakarak aşırı uyumu azaltan düzenlileştirme tekniği. Dropout https://sukruyusufkaya.com/en/glossary/dropout 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Dropout&category=derin-ogrenme A regularization technique that reduces overfitting by temporarily disabling some neurons during training. Dropout https://sukruyusufkaya.com/glossary/gradient-flow 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Gradyan%20Ak%C4%B1%C5%9F%C4%B1&category=derin-ogrenme Öğrenme sinyalinin ağ katmanları boyunca ne kadar sağlıklı taşındığını ifade eden temel eğitim dinamiği kavramı. Gradyan Akışı https://sukruyusufkaya.com/en/glossary/gradient-flow 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Gradient%20Flow&category=derin-ogrenme A core training-dynamics concept describing how effectively the learning signal moves across network layers. Gradient Flow https://sukruyusufkaya.com/glossary/backpropagation-through-time 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Zaman%20Boyunca%20Geri%20Yay%C4%B1l%C4%B1m&category=derin-ogrenme Sıralı modellerde aynı ağın zaman adımlarına açılarak gradyanlarının geriye doğru hesaplanması yöntemi. Zaman Boyunca Geri Yayılım https://sukruyusufkaya.com/en/glossary/backpropagation-through-time 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Backpropagation%20Through%20Time&category=derin-ogrenme A method in sequential models where the network is unrolled across time steps and gradients are computed backward. Backpropagation Through Time https://sukruyusufkaya.com/glossary/computational-graph 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Hesaplama%20Grafi%C4%9Fi&category=derin-ogrenme Model işlemlerini düğümler ve bağlantılar halinde temsil ederek otomatik türev almayı kolaylaştıran yapı. Hesaplama Grafiği https://sukruyusufkaya.com/en/glossary/computational-graph 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Computational%20Graph&category=derin-ogrenme A structure that represents model operations as nodes and edges, making automatic differentiation easier. Computational Graph https://sukruyusufkaya.com/glossary/backpropagation 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Geri%20Yay%C4%B1l%C4%B1m&category=derin-ogrenme Kayıp fonksiyonunun gradyanını katmanlar boyunca geriye taşıyarak ağırlıkları güncelleyen temel öğrenme mekanizması. Geri Yayılım https://sukruyusufkaya.com/en/glossary/backpropagation 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Backpropagation&category=derin-ogrenme The core learning mechanism that propagates loss gradients backward through layers to update weights. Backpropagation https://sukruyusufkaya.com/glossary/gelu-activation 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=GELU%20Aktivasyon&category=derin-ogrenme Girdileri sert eşik yerine olasılıksal yumuşaklıkla dönüştüren modern aktivasyon fonksiyonu. GELU Aktivasyon https://sukruyusufkaya.com/en/glossary/gelu-activation 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=GELU%20Activation&category=derin-ogrenme A modern activation function that transforms inputs with probabilistic smoothness rather than a hard threshold. GELU Activation https://sukruyusufkaya.com/glossary/relu-activation 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=ReLU%20Aktivasyon&category=derin-ogrenme Negatif girdileri sıfırlayıp pozitif girdileri doğrusal bırakan en yaygın modern aktivasyon fonksiyonu. ReLU Aktivasyon https://sukruyusufkaya.com/en/glossary/relu-activation 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=ReLU%20Activation&category=derin-ogrenme The most common modern activation function, which zeros negative inputs and leaves positive inputs linear. ReLU Activation https://sukruyusufkaya.com/glossary/tanh-activation 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Tanh%20Aktivasyon&category=derin-ogrenme Girdileri -1 ile 1 arasına taşıyan sıfır merkezli aktivasyon fonksiyonu. Tanh Aktivasyon https://sukruyusufkaya.com/en/glossary/tanh-activation 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Tanh%20Activation&category=derin-ogrenme A zero-centered activation function that maps inputs into the range from -1 to 1. Tanh Activation https://sukruyusufkaya.com/glossary/sigmoid-activation 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Sigmoid%20Aktivasyon&category=derin-ogrenme Girdiyi 0 ile 1 arasına sıkıştırarak olasılık benzeri çıktı üreten klasik aktivasyon fonksiyonu. Sigmoid Aktivasyon https://sukruyusufkaya.com/en/glossary/sigmoid-activation 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Sigmoid%20Activation&category=derin-ogrenme A classical activation function that squashes input values into the range between 0 and 1. Sigmoid Activation https://sukruyusufkaya.com/glossary/deep-neural-network 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Derin%20Sinir%20A%C4%9F%C4%B1&category=derin-ogrenme Birden fazla gizli katmanla hiyerarşik özellik öğrenen genel sinir ağı yapısı. Derin Sinir Ağı https://sukruyusufkaya.com/en/glossary/deep-neural-network 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Deep%20Neural%20Network&category=derin-ogrenme A general neural network structure that learns hierarchical features through multiple hidden layers. Deep Neural Network https://sukruyusufkaya.com/glossary/feedforward-neural-network 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C4%B0leri%20Beslemeli%20Sinir%20A%C4%9F%C4%B1&category=derin-ogrenme Bilginin girişten çıkışa doğru tek yönlü aktığı klasik sinir ağı ailesi. İleri Beslemeli Sinir Ağı https://sukruyusufkaya.com/en/glossary/feedforward-neural-network 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Feedforward%20Neural%20Network&category=derin-ogrenme The classical family of neural networks in which information flows one-way from input to output. Feedforward Neural Network https://sukruyusufkaya.com/glossary/multilayer-perceptron 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%87ok%20Katmanl%C4%B1%20Perceptron&category=derin-ogrenme Birden fazla gizli katman içeren tam bağlantılı sinir ağı yapısı. Çok Katmanlı Perceptron https://sukruyusufkaya.com/en/glossary/multilayer-perceptron 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Multilayer%20Perceptron&category=derin-ogrenme A fully connected neural network structure containing multiple hidden layers. Multilayer Perceptron https://sukruyusufkaya.com/glossary/perceptron 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Perceptron&category=derin-ogrenme Girdi ağırlıkları ile doğrusal karar sınırı öğrenen en temel yapay nöron modeli. Perceptron https://sukruyusufkaya.com/en/glossary/perceptron 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Perceptron&category=derin-ogrenme The most basic artificial neuron model that learns a linear decision boundary through weighted inputs. Perceptron https://sukruyusufkaya.com/glossary/catboost 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=CatBoost&category=makine-ogrenmesi Kategorik değişkenleri etkili biçimde işleyebilen ve boosting yapısını bu avantajla birleştiren gelişmiş ensemble yöntemi. CatBoost https://sukruyusufkaya.com/en/glossary/catboost 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=CatBoost&category=makine-ogrenmesi An advanced ensemble method that combines boosting with strong native handling of categorical variables. CatBoost https://sukruyusufkaya.com/glossary/lightgbm 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=LightGBM&category=makine-ogrenmesi Büyük ölçekli tabular veri problemlerinde hızlı ve verimli boosting performansı sunan ağaç tabanlı yöntem. LightGBM https://sukruyusufkaya.com/en/glossary/lightgbm 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=LightGBM&category=makine-ogrenmesi A tree-based method that delivers fast and efficient boosting performance on large-scale tabular problems. LightGBM https://sukruyusufkaya.com/glossary/adaboost 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=AdaBoost&category=makine-ogrenmesi Zor örneklere giderek daha fazla odaklanarak zayıf öğrenicileri güçlü bir ensemble modele dönüştüren boosting yöntemi. AdaBoost https://sukruyusufkaya.com/en/glossary/adaboost 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=AdaBoost&category=makine-ogrenmesi A boosting method that turns weak learners into a strong ensemble by focusing increasingly on hard examples. AdaBoost https://sukruyusufkaya.com/glossary/random-projection 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Rastgele%20Projeksiyon&category=makine-ogrenmesi Yüksek boyutlu veriyi yaklaşık mesafe koruyarak daha düşük boyutlu uzaya taşıyan hesaplama açısından verimli yöntem. Rastgele Projeksiyon https://sukruyusufkaya.com/en/glossary/random-projection 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Random%20Projection&category=makine-ogrenmesi A computationally efficient method that projects high-dimensional data into a lower-dimensional space while approximately preserving distances. Random Projection https://sukruyusufkaya.com/glossary/isomap 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Isomap&category=makine-ogrenmesi Verinin manifold yapısını yaklaşık jeodezik uzaklıklar üzerinden korumaya çalışan doğrusal olmayan boyut indirgeme yöntemi. Isomap https://sukruyusufkaya.com/en/glossary/isomap 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Isomap&category=makine-ogrenmesi A nonlinear dimensionality reduction method that seeks to preserve manifold structure through approximate geodesic distances. Isomap https://sukruyusufkaya.com/glossary/independent-component-analysis 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ba%C4%9F%C4%B1ms%C4%B1z%20Bile%C5%9Fen%20Analizi&category=makine-ogrenmesi Karışık sinyalleri istatistiksel olarak bağımsız bileşenlerine ayırmayı amaçlayan boyut indirgeme ve ayrıştırma yöntemi. Bağımsız Bileşen Analizi https://sukruyusufkaya.com/en/glossary/independent-component-analysis 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Independent%20Component%20Analysis&category=makine-ogrenmesi A dimensionality reduction and separation method that aims to decompose mixed signals into statistically independent components. Independent Component Analysis https://sukruyusufkaya.com/glossary/consensus-clustering 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Consensus%20K%C3%BCmeleme&category=makine-ogrenmesi Birden fazla kümeleme sonucunu birleştirerek daha kararlı ve güvenilir küme yapısı elde etmeyi amaçlayan yaklaşım. Consensus Kümeleme https://sukruyusufkaya.com/en/glossary/consensus-clustering 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Consensus%20Clustering&category=makine-ogrenmesi An approach that combines multiple clustering results to obtain a more stable and reliable cluster structure. Consensus Clustering https://sukruyusufkaya.com/glossary/birch-clustering 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=BIRCH%20K%C3%BCmeleme&category=makine-ogrenmesi Büyük veri kümelerinde artımlı ve hafıza verimli biçimde kümeleme yapmaya uygun ağaç tabanlı yöntem. BIRCH Kümeleme https://sukruyusufkaya.com/en/glossary/birch-clustering 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=BIRCH%20Clustering&category=makine-ogrenmesi A tree-based method suited to incremental and memory-efficient clustering on large datasets. BIRCH Clustering https://sukruyusufkaya.com/glossary/hdbscan 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=HDBSCAN&category=makine-ogrenmesi Farklı yoğunluk seviyelerine sahip kümeleri hiyerarşik yoğunluk yaklaşımıyla tespit eden gelişmiş kümeleme yöntemi. HDBSCAN https://sukruyusufkaya.com/en/glossary/hdbscan 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=HDBSCAN&category=makine-ogrenmesi An advanced clustering method that detects clusters with varying density levels through a hierarchical density-based approach. HDBSCAN https://sukruyusufkaya.com/glossary/multi-label-classification 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%87ok%20Etiketli%20S%C4%B1n%C4%B1fland%C4%B1rma&category=makine-ogrenmesi Bir örneğin aynı anda birden fazla etikete ait olabildiği problemler için geliştirilen sınıflandırma yaklaşımı. Çok Etiketli Sınıflandırma https://sukruyusufkaya.com/en/glossary/multi-label-classification 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Multi-Label%20Classification&category=makine-ogrenmesi A classification approach designed for problems in which a single instance can belong to multiple labels at once. Multi-Label Classification https://sukruyusufkaya.com/glossary/cost-sensitive-classification 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Maliyet%20Duyarl%C4%B1%20S%C4%B1n%C4%B1fland%C4%B1rma&category=makine-ogrenmesi Tüm hata türlerini eşit görmeyip yanlış sınıflandırma maliyetlerini karar sürecine dahil eden yaklaşım. Maliyet Duyarlı Sınıflandırma https://sukruyusufkaya.com/en/glossary/cost-sensitive-classification 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Cost-Sensitive%20Classification&category=makine-ogrenmesi An approach that incorporates different misclassification costs into the decision process instead of treating all errors equally. Cost-Sensitive Classification https://sukruyusufkaya.com/glossary/ordinal-classification 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ordinal%20S%C4%B1n%C4%B1fland%C4%B1rma&category=makine-ogrenmesi Sınıflar arasında doğal sıralama bulunan problemlerde bu düzen bilgisini kullanan sınıflandırma yaklaşımı. Ordinal Sınıflandırma https://sukruyusufkaya.com/en/glossary/ordinal-classification 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Ordinal%20Classification&category=makine-ogrenmesi A classification approach that leverages the natural ordering of classes in problems where labels have an intrinsic rank. Ordinal Classification https://sukruyusufkaya.com/glossary/partial-least-squares-regression 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=K%C4%B1smi%20En%20K%C3%BC%C3%A7%C3%BCk%20Kareler%20Regresyonu&category=makine-ogrenmesi Özellikle yüksek korelasyonlu ve çok boyutlu özellik uzaylarında hedefe duyarlı gizli bileşenler oluşturan regresyon yöntemi. Kısmi En Küçük Kareler Regresyonu https://sukruyusufkaya.com/en/glossary/partial-least-squares-regression 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Partial%20Least%20Squares%20Regression&category=makine-ogrenmesi A regression method that builds target-aware latent components, especially in highly correlated and high-dimensional feature spaces. Partial Least Squares Regression https://sukruyusufkaya.com/glossary/poisson-regression 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Poisson%20Regresyonu&category=makine-ogrenmesi Sayım verilerini modellemek için beklenen olay sayısını log-bağlantı fonksiyonuyla tahmin eden regresyon yöntemi. Poisson Regresyonu https://sukruyusufkaya.com/en/glossary/poisson-regression 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Poisson%20Regression&category=makine-ogrenmesi A regression method that models count data by estimating the expected number of events through a log-link function. Poisson Regression https://sukruyusufkaya.com/glossary/huber-regression 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Huber%20Regresyonu&category=makine-ogrenmesi Aykırı değerlere karşı klasik en küçük kareler yaklaşımından daha dayanıklı olan sağlam regresyon yöntemi. Huber Regresyonu https://sukruyusufkaya.com/en/glossary/huber-regression 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Huber%20Regression&category=makine-ogrenmesi A robust regression method that is more resistant to outliers than ordinary least squares. Huber Regression https://sukruyusufkaya.com/glossary/tree-structured-parzen-estimator 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Tree-Structured%20Parzen%20Estimator&category=makine-ogrenmesi Geçmiş denemelere göre iyi ve kötü bölgeleri modelleyerek yeni hiperparametre adayları öneren Bayesyen arama yöntemi. Tree-Structured Parzen Estimator https://sukruyusufkaya.com/en/glossary/tree-structured-parzen-estimator 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Tree-Structured%20Parzen%20Estimator&category=makine-ogrenmesi A Bayesian search method that proposes new hyperparameter candidates by modeling good and bad regions based on previous trials. Tree-Structured Parzen Estimator https://sukruyusufkaya.com/glossary/successive-halving 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Successive%20Halving&category=makine-ogrenmesi Aday modelleri aşamalı olarak değerlendirip zayıf olanları eleyerek en iyi adaylara kaynak ayıran optimizasyon yaklaşımı. Successive Halving https://sukruyusufkaya.com/en/glossary/successive-halving 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Successive%20Halving&category=makine-ogrenmesi An optimization approach that evaluates model candidates in stages, eliminates weak ones, and allocates resources to the strongest candidates. Successive Halving https://sukruyusufkaya.com/glossary/hyperband 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Hyperband&category=makine-ogrenmesi Başarısız hiperparametre adaylarını erken elemek için kaynak tahsisini dinamik kullanan optimizasyon yöntemi. Hyperband https://sukruyusufkaya.com/en/glossary/hyperband 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Hyperband&category=makine-ogrenmesi An optimization method that uses dynamic resource allocation to eliminate poor hyperparameter candidates early. Hyperband https://sukruyusufkaya.com/glossary/conditional-random-field 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ko%C5%9Fullu%20Rastgele%20Alan&category=makine-ogrenmesi Özellikle sıralı veri etiketleme problemlerinde kullanılan koşullu olasılıksal grafik model. Koşullu Rastgele Alan https://sukruyusufkaya.com/en/glossary/conditional-random-field 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Conditional%20Random%20Field&category=makine-ogrenmesi A conditional probabilistic graphical model used especially in sequential labeling problems. Conditional Random Field https://sukruyusufkaya.com/glossary/bayesian-network 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Bayesyen%20A%C4%9F&category=makine-ogrenmesi Değişkenler arasındaki koşullu bağımlılıkları yönlü grafik yapısıyla temsil eden olasılıksal model. Bayesyen Ağ https://sukruyusufkaya.com/en/glossary/bayesian-network 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Bayesian%20Network&category=makine-ogrenmesi A probabilistic model that represents conditional dependencies among variables through a directed graph structure. Bayesian Network https://sukruyusufkaya.com/glossary/bayesian-linear-regression 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Bayesyen%20Do%C4%9Frusal%20Regresyon&category=makine-ogrenmesi Model parametrelerini sabit değerler yerine olasılık dağılımları olarak ele alan doğrusal regresyon yaklaşımı. Bayesyen Doğrusal Regresyon https://sukruyusufkaya.com/en/glossary/bayesian-linear-regression 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Bayesian%20Linear%20Regression&category=makine-ogrenmesi A linear regression approach that treats model parameters as probability distributions rather than fixed values. Bayesian Linear Regression https://sukruyusufkaya.com/glossary/temporal-cross-validation 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Zamansal%20%C3%87apraz%20Do%C4%9Frulama&category=makine-ogrenmesi Zaman serisi problemlerinde gelecek bilginin geçmişe sızmasını önlemek için kronolojik doğrulama yapan yaklaşım. Zamansal Çapraz Doğrulama https://sukruyusufkaya.com/en/glossary/temporal-cross-validation 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Temporal%20Cross-Validation&category=makine-ogrenmesi An approach that performs chronological validation in time series problems to prevent future information from leaking into the past. Temporal Cross-Validation https://sukruyusufkaya.com/glossary/vector-autoregression 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Vekt%C3%B6r%20Otoregresyon&category=makine-ogrenmesi Birden fazla zaman serisinin birbirini etkileyen geçmiş değerlerini birlikte modelleyen çok değişkenli zaman serisi yöntemi. Vektör Otoregresyon https://sukruyusufkaya.com/en/glossary/vector-autoregression 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Vector%20Autoregression&category=makine-ogrenmesi A multivariate time series method that jointly models multiple series through their mutually influencing past values. Vector Autoregression https://sukruyusufkaya.com/glossary/sarima 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=SARIMA&category=makine-ogrenmesi Mevsimsel bileşenleri de içeren genişletilmiş ARIMA modeli. SARIMA https://sukruyusufkaya.com/en/glossary/sarima 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=SARIMA&category=makine-ogrenmesi An extended ARIMA model that also includes seasonal components. SARIMA https://sukruyusufkaya.com/glossary/session-based-recommendation 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Oturum%20Tabanl%C4%B1%20%C3%96neri&category=makine-ogrenmesi Uzun dönem kullanıcı geçmişi yerine mevcut oturum içindeki davranış akışına dayalı öneri yaklaşımı. Oturum Tabanlı Öneri https://sukruyusufkaya.com/en/glossary/session-based-recommendation 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Session-Based%20Recommendation&category=makine-ogrenmesi A recommendation approach based on the behavior flow within the current session rather than long-term user history. Session-Based Recommendation https://sukruyusufkaya.com/glossary/ranking-based-recommendation 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=S%C4%B1ralama%20Tabanl%C4%B1%20%C3%96neri&category=makine-ogrenmesi Öğeleri doğru sırada sunmaya odaklanarak öneri kalitesini optimize eden yaklaşım. Sıralama Tabanlı Öneri https://sukruyusufkaya.com/en/glossary/ranking-based-recommendation 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Ranking-Based%20Recommendation&category=makine-ogrenmesi An approach that optimizes recommendation quality by focusing on presenting items in the right order. Ranking-Based Recommendation https://sukruyusufkaya.com/glossary/implicit-feedback-recommendation 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96rt%C3%BCk%20Geri%20Bildirimli%20%C3%96neri&category=makine-ogrenmesi Açık puanlama yerine tıklama, görüntüleme, satın alma gibi davranış sinyalleriyle çalışan öneri yaklaşımı. Örtük Geri Bildirimli Öneri https://sukruyusufkaya.com/en/glossary/implicit-feedback-recommendation 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Implicit%20Feedback%20Recommendation&category=makine-ogrenmesi A recommendation approach that relies on behavioral signals such as clicks, views, and purchases instead of explicit ratings. Implicit Feedback Recommendation https://sukruyusufkaya.com/glossary/robust-covariance 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Robust%20Kovaryans%20Tabanl%C4%B1%20Anomali%20Tespiti&category=makine-ogrenmesi Aykırı değerlere daha dayanıklı kovaryans tahmini üzerinden anomali tespiti yapan istatistiksel yaklaşım. Robust Kovaryans Tabanlı Anomali Tespiti https://sukruyusufkaya.com/en/glossary/robust-covariance 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Robust%20Covariance%20Anomaly%20Detection&category=makine-ogrenmesi A statistical approach that performs anomaly detection through covariance estimation that is more robust to outliers. Robust Covariance Anomaly Detection https://sukruyusufkaya.com/glossary/autoencoder-anomaly-detection 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Autoencoder%20ile%20Anomali%20Tespiti&category=makine-ogrenmesi Normal örüntüleri öğrenip yeniden üretim hatası üzerinden anormallikleri tespit eden derin öğrenme yaklaşımı. Autoencoder ile Anomali Tespiti https://sukruyusufkaya.com/en/glossary/autoencoder-anomaly-detection 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Autoencoder-Based%20Anomaly%20Detection&category=makine-ogrenmesi A deep learning approach that learns normal patterns and detects anomalies through reconstruction error. Autoencoder-Based Anomaly Detection https://sukruyusufkaya.com/glossary/elliptic-envelope 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Elliptic%20Envelope&category=makine-ogrenmesi Verinin yaklaşık eliptik dağıldığını varsayarak aykırı örnekleri tespit eden istatistiksel anomali yöntemi. Elliptic Envelope https://sukruyusufkaya.com/en/glossary/elliptic-envelope 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Elliptic%20Envelope&category=makine-ogrenmesi A statistical anomaly method that detects outliers by assuming the data follows an approximately elliptical distribution. Elliptic Envelope https://sukruyusufkaya.com/glossary/voting-ensemble 2026-05-25T16:46:38.368Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Voting%20Ensemble&category=makine-ogrenmesi Birden fazla modelin tahminlerini çoğunluk veya ortalama mantığıyla birleştiren basit ama etkili ensemble yöntemi. Voting Ensemble https://sukruyusufkaya.com/en/glossary/voting-ensemble 2026-05-25T16:46:38.368Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Voting%20Ensemble&category=makine-ogrenmesi A simple but effective ensemble method that combines predictions from multiple models through majority vote or averaging. Voting Ensemble https://sukruyusufkaya.com/glossary/stacking 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Stacking&category=makine-ogrenmesi Birden fazla temel modelin çıktısını üst düzey bir meta-model ile birleştiren ensemble tekniği. Stacking https://sukruyusufkaya.com/en/glossary/stacking 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Stacking&category=makine-ogrenmesi An ensemble technique that combines the outputs of multiple base models through a higher-level meta-model. Stacking https://sukruyusufkaya.com/glossary/bagging 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Bagging&category=makine-ogrenmesi Farklı bootstrap örnekleri üzerinde birden fazla model eğitip sonuçları birleştirerek kararlılığı artıran ensemble yaklaşımı. Bagging https://sukruyusufkaya.com/en/glossary/bagging 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Bagging&category=makine-ogrenmesi An ensemble approach that improves stability by training multiple models on bootstrap samples and combining their outputs. Bagging https://sukruyusufkaya.com/glossary/autoencoder-dimensionality-reduction 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Autoencoder%20ile%20Boyut%20%C4%B0ndirgeme&category=makine-ogrenmesi Sinir ağı tabanlı sıkıştırma yapısıyla verinin daha düşük boyutlu temsillerini öğrenen yaklaşım. Autoencoder ile Boyut İndirgeme https://sukruyusufkaya.com/en/glossary/autoencoder-dimensionality-reduction 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Autoencoder-Based%20Dimensionality%20Reduction&category=makine-ogrenmesi An approach that learns lower-dimensional representations of data through neural-network-based compression. Autoencoder-Based Dimensionality Reduction https://sukruyusufkaya.com/glossary/non-negative-matrix-factorization 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Negatif%20Olmayan%20Matris%20Fakt%C3%B6rizasyonu&category=makine-ogrenmesi Negatif olmayan veri yapılarında parçalı ve yorumlanabilir temsiller üreten boyut indirgeme tekniği. Negatif Olmayan Matris Faktörizasyonu https://sukruyusufkaya.com/en/glossary/non-negative-matrix-factorization 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Non-negative%20Matrix%20Factorization&category=makine-ogrenmesi A dimensionality reduction technique that produces part-based and interpretable representations in non-negative data. Non-negative Matrix Factorization https://sukruyusufkaya.com/glossary/truncated-svd 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Truncated%20SVD&category=makine-ogrenmesi Özellikle seyrek matrislerde boyut indirgeme için kullanılan kesilmiş tekil değer ayrışımı yöntemi. Truncated SVD https://sukruyusufkaya.com/en/glossary/truncated-svd 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Truncated%20SVD&category=makine-ogrenmesi A truncated singular value decomposition method used for dimensionality reduction, especially in sparse matrices. Truncated SVD https://sukruyusufkaya.com/glossary/affinity-propagation 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Affinity%20Propagation&category=makine-ogrenmesi Temsilci örnekler üzerinden mesajlaşma mantığıyla kümeleri oluşturan kümeleme algoritması. Affinity Propagation https://sukruyusufkaya.com/en/glossary/affinity-propagation 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Affinity%20Propagation&category=makine-ogrenmesi A clustering algorithm that forms clusters through message passing around representative exemplars. Affinity Propagation https://sukruyusufkaya.com/glossary/mean-shift 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Mean%20Shift&category=makine-ogrenmesi Yoğunluk modlarını arayarak kümeleri bulan ve küme sayısını önceden gerektirmeyen kümeleme yöntemi. Mean Shift https://sukruyusufkaya.com/en/glossary/mean-shift 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Mean%20Shift&category=makine-ogrenmesi A clustering method that discovers clusters by seeking density modes and does not require the number of clusters in advance. Mean Shift https://sukruyusufkaya.com/glossary/spectral-clustering 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Spektral%20K%C3%BCmeleme&category=makine-ogrenmesi Benzerlik grafiği ve özdeğer ayrışımı kullanarak karmaşık küme yapıları bulmayı amaçlayan kümeleme yöntemi. Spektral Kümeleme https://sukruyusufkaya.com/en/glossary/spectral-clustering 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Spectral%20Clustering&category=makine-ogrenmesi A clustering method that aims to discover complex cluster structures using similarity graphs and eigen decomposition. Spectral Clustering https://sukruyusufkaya.com/glossary/calibrated-classification 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kalibre%20Edilmi%C5%9F%20S%C4%B1n%C4%B1fland%C4%B1rma&category=makine-ogrenmesi Sınıflandırma modelinin olasılık çıktılarının gerçek gözlem oranlarıyla daha uyumlu hale getirilmesini amaçlayan yaklaşım. Kalibre Edilmiş Sınıflandırma https://sukruyusufkaya.com/en/glossary/calibrated-classification 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Calibrated%20Classification&category=makine-ogrenmesi An approach that aims to make a classifier’s probability outputs more consistent with true observed frequencies. Calibrated Classification https://sukruyusufkaya.com/glossary/linear-discriminant-analysis 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Do%C4%9Frusal%20Diskriminant%20Analizi&category=makine-ogrenmesi Sınıfları en iyi ayıran doğrusal projeksiyonları bulmaya çalışan istatistiksel sınıflandırma yöntemi. Doğrusal Diskriminant Analizi https://sukruyusufkaya.com/en/glossary/linear-discriminant-analysis 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Linear%20Discriminant%20Analysis&category=makine-ogrenmesi A statistical classification method that seeks linear projections that best separate classes. Linear Discriminant Analysis https://sukruyusufkaya.com/glossary/k-nearest-neighbors-classifier 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=K-En%20Yak%C4%B1n%20Kom%C5%9Fu%20S%C4%B1n%C4%B1fland%C4%B1r%C4%B1c%C4%B1s%C4%B1&category=makine-ogrenmesi Bir örneği, özellik uzayındaki en yakın komşularının sınıflarına bakarak etiketleyen örnek tabanlı sınıflandırma yöntemi. K-En Yakın Komşu Sınıflandırıcısı https://sukruyusufkaya.com/en/glossary/k-nearest-neighbors-classifier 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=K-Nearest%20Neighbors%20Classifier&category=makine-ogrenmesi An instance-based classification method that labels a sample according to the classes of its nearest neighbors in feature space. K-Nearest Neighbors Classifier https://sukruyusufkaya.com/glossary/quantile-regression 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kantil%20Regresyon&category=makine-ogrenmesi Hedef değişkenin yalnızca ortalamasını değil, belirli kantil seviyelerini modelleyen regresyon yaklaşımı. Kantil Regresyon https://sukruyusufkaya.com/en/glossary/quantile-regression 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Quantile%20Regression&category=makine-ogrenmesi A regression approach that models specific quantiles of the target variable rather than only its mean. Quantile Regression https://sukruyusufkaya.com/glossary/polynomial-regression 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Polinomsal%20Regresyon&category=makine-ogrenmesi Doğrusal model yapısını korurken giriş değişkenlerinin polinom terimlerini kullanarak eğrisel ilişkileri modelleyen yöntem. Polinomsal Regresyon https://sukruyusufkaya.com/en/glossary/polynomial-regression 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Polynomial%20Regression&category=makine-ogrenmesi A method that preserves linear model structure while modeling curved relationships through polynomial terms of input variables. Polynomial Regression https://sukruyusufkaya.com/glossary/elastic-net-regression 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Elastic%20Net%20Regresyon&category=makine-ogrenmesi L1 ve L2 düzenlileştirmeyi birlikte kullanarak hem katsayı küçültme hem de kısmi özellik seçimi sağlayan regresyon yöntemi. Elastic Net Regresyon https://sukruyusufkaya.com/en/glossary/elastic-net-regression 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Elastic%20Net%20Regression&category=makine-ogrenmesi A regression method that combines L1 and L2 regularization to provide both coefficient shrinkage and partial feature selection. Elastic Net Regression https://sukruyusufkaya.com/glossary/bayesian-optimization 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Bayesyen%20Optimizasyon&category=makine-ogrenmesi Geçmiş denemelerden öğrenerek yeni hiperparametre adaylarını akıllı biçimde seçen örnek verimli optimizasyon yöntemi. Bayesyen Optimizasyon https://sukruyusufkaya.com/en/glossary/bayesian-optimization 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Bayesian%20Optimization&category=makine-ogrenmesi A sample-efficient optimization method that intelligently selects new hyperparameter candidates by learning from past trials. Bayesian Optimization https://sukruyusufkaya.com/glossary/random-search 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Random%20Search&category=makine-ogrenmesi Hiperparametre uzayında rastgele örneklemeler yaparak etkili kombinasyonları arayan optimizasyon yaklaşımı. Random Search https://sukruyusufkaya.com/en/glossary/random-search 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Random%20Search&category=makine-ogrenmesi An optimization approach that searches for effective combinations by randomly sampling the hyperparameter space. Random Search https://sukruyusufkaya.com/glossary/grid-search 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Grid%20Search&category=makine-ogrenmesi Belirlenen hiperparametre kombinasyonlarını sistematik olarak deneyerek en iyi modeli arayan yöntem. Grid Search https://sukruyusufkaya.com/en/glossary/grid-search 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Grid%20Search&category=makine-ogrenmesi A method that searches for the best model by systematically trying predefined hyperparameter combinations. Grid Search https://sukruyusufkaya.com/glossary/hidden-markov-model 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Gizli%20Markov%20Modeli&category=makine-ogrenmesi Gözlenebilir çıktılar arkasındaki gizli durum geçişlerini modelleyen sıralı olasılıksal yapı. Gizli Markov Modeli https://sukruyusufkaya.com/en/glossary/hidden-markov-model 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Hidden%20Markov%20Model&category=makine-ogrenmesi A sequential probabilistic structure that models hidden state transitions behind observable outputs. Hidden Markov Model https://sukruyusufkaya.com/glossary/gaussian-mixture-model 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Gauss%20Kar%C4%B1%C5%9F%C4%B1m%20Modeli&category=makine-ogrenmesi Verinin birden fazla Gauss dağılımının karışımından oluştuğunu varsayan olasılıksal model. Gauss Karışım Modeli https://sukruyusufkaya.com/en/glossary/gaussian-mixture-model 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Gaussian%20Mixture%20Model&category=makine-ogrenmesi A probabilistic model that assumes the data is generated from a mixture of multiple Gaussian distributions. Gaussian Mixture Model https://sukruyusufkaya.com/glossary/naive-bayes 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Naive%20Bayes&category=makine-ogrenmesi Özellikler arasında koşullu bağımsızlık varsayımıyla çalışan hızlı ve olasılıksal sınıflandırma yöntemi. Naive Bayes https://sukruyusufkaya.com/en/glossary/naive-bayes 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Naive%20Bayes&category=makine-ogrenmesi A fast probabilistic classification method that operates under a conditional independence assumption among features. Naive Bayes https://sukruyusufkaya.com/glossary/prophet 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Prophet&category=makine-ogrenmesi Trend, mevsimsellik ve tatil etkilerini esnek biçimde modellemek üzere geliştirilmiş modern zaman serisi aracı. Prophet https://sukruyusufkaya.com/en/glossary/prophet 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Prophet&category=makine-ogrenmesi A modern time series tool developed to flexibly model trend, seasonality, and holiday effects. Prophet https://sukruyusufkaya.com/glossary/exponential-smoothing 2026-05-25T17:13:51.102Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%9Cstel%20D%C3%BCzeltme&category=makine-ogrenmesi Geçmiş gözlemlere ağırlık vererek seviye, trend ve mevsimselliği modelleyebilen zaman serisi yöntemi. Üstel Düzeltme https://sukruyusufkaya.com/en/glossary/exponential-smoothing 2026-05-25T17:13:51.102Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Exponential%20Smoothing&category=makine-ogrenmesi A time series method that assigns weighted importance to past observations and can model level, trend, and seasonality. Exponential Smoothing https://sukruyusufkaya.com/glossary/arima 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=ARIMA&category=makine-ogrenmesi Otoregresif ve hareketli ortalama bileşenlerini birleştirerek zaman serisi tahmini yapan klasik model. ARIMA https://sukruyusufkaya.com/en/glossary/arima 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=ARIMA&category=makine-ogrenmesi A classical model for time series forecasting that combines autoregressive and moving-average components. ARIMA https://sukruyusufkaya.com/glossary/matrix-factorization 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Matris%20Fakt%C3%B6rizasyonu&category=makine-ogrenmesi Kullanıcı-öğe etkileşim matrisini gizli faktörlere ayırarak öneri üreten güçlü modelleme yaklaşımı. Matris Faktörizasyonu https://sukruyusufkaya.com/en/glossary/matrix-factorization 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Matrix%20Factorization&category=makine-ogrenmesi A powerful recommendation approach that generates suggestions by decomposing the user-item interaction matrix into latent factors. Matrix Factorization https://sukruyusufkaya.com/glossary/content-based-filtering 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C4%B0%C3%A7erik%20Tabanl%C4%B1%20Filtreleme&category=makine-ogrenmesi Öğelerin özelliklerine ve kullanıcının geçmiş tercih profiline göre öneri yapan yöntem. İçerik Tabanlı Filtreleme https://sukruyusufkaya.com/en/glossary/content-based-filtering 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Content-Based%20Filtering&category=makine-ogrenmesi A recommendation method that relies on item features and a user's historical preference profile. Content-Based Filtering https://sukruyusufkaya.com/glossary/collaborative-filtering 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C4%B0%C5%9Fbirlik%C3%A7i%20Filtreleme&category=makine-ogrenmesi Benzer kullanıcılar veya benzer öğeler üzerinden öneri üreten temel öneri sistemi yaklaşımı. İşbirlikçi Filtreleme https://sukruyusufkaya.com/en/glossary/collaborative-filtering 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Collaborative%20Filtering&category=makine-ogrenmesi A core recommendation approach that generates suggestions through similar users or similar items. Collaborative Filtering https://sukruyusufkaya.com/glossary/local-outlier-factor 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Local%20Outlier%20Factor&category=makine-ogrenmesi Bir noktanın yerel yoğunluğunu komşularıyla karşılaştırarak aykırılık seviyesini ölçen yöntem. Local Outlier Factor https://sukruyusufkaya.com/en/glossary/local-outlier-factor 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Local%20Outlier%20Factor&category=makine-ogrenmesi A method that measures outlierness by comparing a point's local density to that of its neighbors. Local Outlier Factor https://sukruyusufkaya.com/glossary/one-class-svm 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=One-Class%20SVM&category=makine-ogrenmesi Normal sınıfı öğrenip bu sınırın dışındaki örnekleri anomali olarak değerlendiren yöntem. One-Class SVM https://sukruyusufkaya.com/en/glossary/one-class-svm 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=One-Class%20SVM&category=makine-ogrenmesi A method that learns the normal class and treats observations outside that boundary as anomalies. One-Class SVM https://sukruyusufkaya.com/glossary/isolation-forest 2026-05-25T17:21:24.656Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Isolation%20Forest&category=makine-ogrenmesi Anormal örnekleri izole etmenin daha kolay olduğu varsayımına dayanan anomali tespiti yöntemi. Isolation Forest https://sukruyusufkaya.com/en/glossary/isolation-forest 2026-05-25T17:21:24.656Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Isolation%20Forest&category=makine-ogrenmesi An anomaly detection method based on the assumption that anomalous instances are easier to isolate. Isolation Forest https://sukruyusufkaya.com/glossary/xgboost 2026-05-25T16:24:23.626Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=XGBoost&category=makine-ogrenmesi Performans, hız ve düzenlileştirme avantajlarıyla öne çıkan gelişmiş gradient boosting kütüphanesi ve yöntemi. XGBoost https://sukruyusufkaya.com/en/glossary/xgboost 2026-05-25T16:24:23.626Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=XGBoost&category=makine-ogrenmesi An advanced gradient boosting method and library known for its speed, performance, and regularization features. XGBoost https://sukruyusufkaya.com/glossary/gradient-boosting 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Gradient%20Boosting&category=makine-ogrenmesi Önceki modellerin hatalarını ardışık biçimde azaltarak güçlü tahminler üreten boosting tabanlı ensemble yöntemi. Gradient Boosting https://sukruyusufkaya.com/en/glossary/gradient-boosting 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Gradient%20Boosting&category=makine-ogrenmesi A boosting-based ensemble method that builds strong predictions by sequentially reducing the errors of previous models. Gradient Boosting https://sukruyusufkaya.com/glossary/random-forest 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Random%20Forest&category=makine-ogrenmesi Birden fazla karar ağacının çıktısını birleştirerek daha sağlam tahmin yapan ensemble öğrenme yöntemi. Random Forest https://sukruyusufkaya.com/en/glossary/random-forest 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Random%20Forest&category=makine-ogrenmesi An ensemble learning method that combines the outputs of multiple decision trees to make more robust predictions. Random Forest https://sukruyusufkaya.com/glossary/umap 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=UMAP&category=makine-ogrenmesi Hem yerel hem de küresel veri yapısını korumaya çalışan modern ve hızlı bir boyut indirgeme tekniği. UMAP https://sukruyusufkaya.com/en/glossary/umap 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=UMAP&category=makine-ogrenmesi A modern and efficient dimensionality reduction technique that attempts to preserve both local and global data structure. UMAP https://sukruyusufkaya.com/glossary/t-sne 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=t-SNE&category=makine-ogrenmesi Yüksek boyutlu veriyi düşük boyutta görselleştirmek için yerel benzerlik yapısını korumaya odaklanan yöntem. t-SNE https://sukruyusufkaya.com/en/glossary/t-sne 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=t-SNE&category=makine-ogrenmesi A method focused on preserving local similarity structure when visualizing high-dimensional data in low dimensions. t-SNE https://sukruyusufkaya.com/glossary/principal-component-analysis 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Temel%20Bile%C5%9Fen%20Analizi&category=makine-ogrenmesi Verideki varyansın büyük kısmını koruyarak boyutu azaltan en yaygın doğrusal boyut indirgeme yöntemi. Temel Bileşen Analizi https://sukruyusufkaya.com/en/glossary/principal-component-analysis 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Principal%20Component%20Analysis&category=makine-ogrenmesi The most widely used linear dimensionality reduction method that preserves most of the variance in the data. Principal Component Analysis https://sukruyusufkaya.com/glossary/dbscan 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=DBSCAN&category=makine-ogrenmesi Yoğunluk temelli yaklaşım kullanarak kümeleri ve gürültü noktalarını birlikte belirleyen kümeleme algoritması. DBSCAN https://sukruyusufkaya.com/en/glossary/dbscan 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=DBSCAN&category=makine-ogrenmesi A clustering algorithm that identifies clusters and noise points together using a density-based approach. DBSCAN https://sukruyusufkaya.com/glossary/hierarchical-clustering 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Hiyerar%C5%9Fik%20K%C3%BCmeleme&category=makine-ogrenmesi Veri noktaları arasındaki benzerliği ağaç benzeri bir yapı üzerinden gösteren kümeleme yaklaşımı. Hiyerarşik Kümeleme https://sukruyusufkaya.com/en/glossary/hierarchical-clustering 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Hierarchical%20Clustering&category=makine-ogrenmesi A clustering approach that represents similarity among data points through a tree-like hierarchical structure. Hierarchical Clustering https://sukruyusufkaya.com/glossary/k-means 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=K-Means&category=makine-ogrenmesi Veri noktalarını merkezlere olan uzaklıklarına göre k adet kümeye ayıran en yaygın kümeleme algoritmalarından biri. K-Means https://sukruyusufkaya.com/en/glossary/k-means 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=K-Means&category=makine-ogrenmesi One of the most common clustering algorithms, which partitions data points into k clusters based on distance to centroids. K-Means https://sukruyusufkaya.com/glossary/support-vector-machine 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Destek%20Vekt%C3%B6r%20Makineleri&category=makine-ogrenmesi Sınıflar arasındaki marjı maksimize ederek ayrım yapmayı hedefleyen güçlü sınıflandırma yöntemi. Destek Vektör Makineleri https://sukruyusufkaya.com/en/glossary/support-vector-machine 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Support%20Vector%20Machine&category=makine-ogrenmesi A powerful classification method that aims to separate classes by maximizing the margin between them. Support Vector Machine https://sukruyusufkaya.com/glossary/decision-tree-classifier 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Karar%20A%C4%9Fac%C4%B1%20S%C4%B1n%C4%B1fland%C4%B1r%C4%B1c%C4%B1s%C4%B1&category=makine-ogrenmesi Veriyi ardışık kurallarla bölerek sınıf kararları üreten ağaç tabanlı sınıflandırma modeli. Karar Ağacı Sınıflandırıcısı https://sukruyusufkaya.com/en/glossary/decision-tree-classifier 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Decision%20Tree%20Classifier&category=makine-ogrenmesi A tree-based classification model that produces class decisions by recursively splitting data through sequential rules. Decision Tree Classifier https://sukruyusufkaya.com/glossary/logistic-regression 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Lojistik%20Regresyon&category=makine-ogrenmesi Sınıf olasılıklarını modellemek için logit fonksiyonunu kullanan temel sınıflandırma algoritması. Lojistik Regresyon https://sukruyusufkaya.com/en/glossary/logistic-regression 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Logistic%20Regression&category=makine-ogrenmesi A foundational classification algorithm that uses the logit function to model class probabilities. Logistic Regression https://sukruyusufkaya.com/glossary/lasso-regression 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Lasso%20Regresyon&category=makine-ogrenmesi Katsayıları sıfıra iterek hem düzenlileştirme hem de özellik seçimi yapabilen L1 tabanlı regresyon yöntemi. Lasso Regresyon https://sukruyusufkaya.com/en/glossary/lasso-regression 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Lasso%20Regression&category=makine-ogrenmesi An L1-based regression method that can perform both regularization and feature selection by driving coefficients to zero. Lasso Regression https://sukruyusufkaya.com/glossary/ridge-regression 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ridge%20Regresyon&category=makine-ogrenmesi Katsayı büyüklüklerini cezalandırarak aşırı uyumu azaltan L2 düzenlileştirmeli regresyon yöntemi. Ridge Regresyon https://sukruyusufkaya.com/en/glossary/ridge-regression 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Ridge%20Regression&category=makine-ogrenmesi A regression method with L2 regularization that reduces overfitting by penalizing coefficient magnitude. Ridge Regression https://sukruyusufkaya.com/glossary/linear-regression 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Do%C4%9Frusal%20Regresyon&category=makine-ogrenmesi Bağımsız değişkenlerle hedef değişken arasındaki doğrusal ilişkiyi modelleyen temel regresyon algoritması. Doğrusal Regresyon https://sukruyusufkaya.com/en/glossary/linear-regression 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Linear%20Regression&category=makine-ogrenmesi A fundamental regression algorithm that models the linear relationship between input variables and a target variable. Linear Regression https://sukruyusufkaya.com/glossary/lineage-reconciliation 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Lineage%20Mutabakat%C4%B1&category=veri-muhendisligi-ve-ai-altyapisi Farklı lineage kaynaklarından gelen iz bilgilerinin birbiriyle tutarlı hale getirilmesi süreci. Lineage Mutabakatı https://sukruyusufkaya.com/en/glossary/lineage-reconciliation 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Lineage%20Reconciliation&category=veri-muhendisligi-ve-ai-altyapisi The process of reconciling trace information coming from different lineage sources into a consistent view. Lineage Reconciliation https://sukruyusufkaya.com/glossary/transformation-audit-chain 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=D%C3%B6n%C3%BC%C5%9F%C3%BCm%20Denetim%20Zinciri&category=veri-muhendisligi-ve-ai-altyapisi Veri dönüşümlerinin hangi sırayla, hangi mantıkla ve hangi sürüm altında yapıldığını denetlenebilir biçimde saklayan iz yapısı. Dönüşüm Denetim Zinciri https://sukruyusufkaya.com/en/glossary/transformation-audit-chain 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Transformation%20Audit%20Chain&category=veri-muhendisligi-ve-ai-altyapisi A trace structure that stores, in auditable form, in what order, under what logic, and under which version data transformations were applied. Transformation Audit Chain https://sukruyusufkaya.com/glossary/pii-lineage-tracking 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=PII%20Lineage%20Takibi&category=veri-muhendisligi-ve-ai-altyapisi Kişisel verilerin veri platformu içinde nereden gelip nereye gittiğini izlemeye odaklanan özel lineage yaklaşımı. PII Lineage Takibi https://sukruyusufkaya.com/en/glossary/pii-lineage-tracking 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=PII%20Lineage%20Tracking&category=veri-muhendisligi-ve-ai-altyapisi A specialized lineage approach focused on tracking where personal data comes from and where it flows across the data platform. PII Lineage Tracking https://sukruyusufkaya.com/glossary/lineage-completeness 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Lineage%20Taml%C4%B1%C4%9F%C4%B1&category=veri-muhendisligi-ve-ai-altyapisi Lineage bilgisinin veri akışındaki tüm kritik adımları ve bağımlılıkları kapsama düzeyini ifade eden kalite boyutu. Lineage Tamlığı https://sukruyusufkaya.com/en/glossary/lineage-completeness 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Lineage%20Completeness&category=veri-muhendisligi-ve-ai-altyapisi A quality dimension describing how fully lineage information covers all critical steps and dependencies in the data flow. Lineage Completeness https://sukruyusufkaya.com/glossary/data-product-lineage 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20%C3%9Cr%C3%BCn%C3%BC%20Lineage&category=veri-muhendisligi-ve-ai-altyapisi Bir veri ürününün hangi kaynaklardan beslendiğini, nasıl üretildiğini ve hangi tüketicilere hizmet verdiğini gösteren iz yapısı. Veri Ürünü Lineage https://sukruyusufkaya.com/en/glossary/data-product-lineage 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Product%20Lineage&category=veri-muhendisligi-ve-ai-altyapisi A trace structure showing which sources feed a data product, how it is produced, and which consumers it serves. Data Product Lineage https://sukruyusufkaya.com/glossary/vector-cache 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Vekt%C3%B6r%20%C3%96nbelle%C4%9Fi&category=veri-muhendisligi-ve-ai-altyapisi Sık sorgulanan embedding veya retrieval sonuçlarını daha hızlı erişim için geçici olarak saklayan performans katmanı. Vektör Önbelleği https://sukruyusufkaya.com/en/glossary/vector-cache 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Vector%20Cache&category=veri-muhendisligi-ve-ai-altyapisi A performance layer that temporarily stores frequently requested embeddings or retrieval results for faster access. Vector Cache https://sukruyusufkaya.com/glossary/embedding-versioning 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Embedding%20Versiyonlama&category=veri-muhendisligi-ve-ai-altyapisi Farklı embedding modelleri veya güncellenmiş embedding üretim süreçlerinin sürümlerle yönetilmesi yaklaşımı. Embedding Versiyonlama https://sukruyusufkaya.com/en/glossary/embedding-versioning 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Embedding%20Versioning&category=veri-muhendisligi-ve-ai-altyapisi An approach for managing different embedding models or updated embedding-generation processes through versions. Embedding Versioning https://sukruyusufkaya.com/glossary/namespace-isolation 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Namespace%20%C4%B0zolasyonu&category=veri-muhendisligi-ve-ai-altyapisi Vektör koleksiyonlarını kullanım amacı, müşteri veya güvenlik sınırına göre mantıksal olarak ayıran yapı. Namespace İzolasyonu https://sukruyusufkaya.com/en/glossary/namespace-isolation 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Namespace%20Isolation&category=veri-muhendisligi-ve-ai-altyapisi A structure that logically separates vector collections by use case, tenant, or security boundary. Namespace Isolation https://sukruyusufkaya.com/glossary/vector-normalization 2026-05-25T17:20:00.588Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Vekt%C3%B6r%20Normalizasyonu&category=veri-muhendisligi-ve-ai-altyapisi Embedding vektörlerinin büyüklük etkisini kontrol altına alarak daha tutarlı arama davranışı sağlama işlemi. Vektör Normalizasyonu https://sukruyusufkaya.com/en/glossary/vector-normalization 2026-05-25T17:20:00.588Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Vector%20Normalization&category=veri-muhendisligi-ve-ai-altyapisi The process of controlling embedding magnitude effects to produce more stable retrieval behavior. Vector Normalization https://sukruyusufkaya.com/glossary/similarity-metric 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Benzerlik%20Metri%C4%9Fi&category=veri-muhendisligi-ve-ai-altyapisi Vektörler arasındaki yakınlığın nasıl hesaplanacağını tanımlayan temel arama ölçütü. Benzerlik Metriği https://sukruyusufkaya.com/en/glossary/similarity-metric 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Similarity%20Metric&category=veri-muhendisligi-ve-ai-altyapisi The core retrieval criterion that defines how proximity between vectors is computed. Similarity Metric https://sukruyusufkaya.com/glossary/feature-deprecation-policy 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Feature%20Kullan%C4%B1mdan%20Kald%C4%B1rma%20Politikas%C4%B1&category=veri-muhendisligi-ve-ai-altyapisi Artık önerilmeyen veya desteklenmeyen feature tanımlarının kontrollü biçimde kullanım dışına alınmasını yöneten politika. Feature Kullanımdan Kaldırma Politikası https://sukruyusufkaya.com/en/glossary/feature-deprecation-policy 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Feature%20Deprecation%20Policy&category=veri-muhendisligi-ve-ai-altyapisi A policy that governs the controlled retirement of feature definitions that are no longer recommended or supported. Feature Deprecation Policy https://sukruyusufkaya.com/glossary/feature-consistency-check 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Feature%20Tutarl%C4%B1l%C4%B1k%20Kontrol%C3%BC&category=veri-muhendisligi-ve-ai-altyapisi Eğitim ve canlı servis tarafında kullanılan feature değerlerinin aynı tanım ve mantıkla üretildiğini doğrulayan kontrol süreci. Feature Tutarlılık Kontrolü https://sukruyusufkaya.com/en/glossary/feature-consistency-check 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Feature%20Consistency%20Check&category=veri-muhendisligi-ve-ai-altyapisi A validation process that verifies whether training-side and serving-side feature values are produced with the same logic and definition. Feature Consistency Check https://sukruyusufkaya.com/glossary/real-time-feature-computation 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ger%C3%A7ek%20Zamanl%C4%B1%20Feature%20Hesaplama&category=veri-muhendisligi-ve-ai-altyapisi Feature değerlerinin önceden hazırlanmak yerine tahmin anına yakın zamanda hesaplandığı yaklaşım. Gerçek Zamanlı Feature Hesaplama https://sukruyusufkaya.com/en/glossary/real-time-feature-computation 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Real-Time%20Feature%20Computation&category=veri-muhendisligi-ve-ai-altyapisi An approach in which feature values are computed close to prediction time instead of being fully precomputed. Real-Time Feature Computation https://sukruyusufkaya.com/glossary/feature-serving-api 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Feature%20Serving%20API&category=veri-muhendisligi-ve-ai-altyapisi Canlı tahmin sırasında gerekli feature'ları standart bir arayüz üzerinden sağlayan servis katmanı. Feature Serving API https://sukruyusufkaya.com/en/glossary/feature-serving-api 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Feature%20Serving%20API&category=veri-muhendisligi-ve-ai-altyapisi A service layer that delivers the required features through a standardized interface during live prediction. Feature Serving API https://sukruyusufkaya.com/glossary/feature-versioning 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Feature%20Versiyonlama&category=veri-muhendisligi-ve-ai-altyapisi Feature tanımlarının zaman içindeki değişimlerini izlenebilir sürümler halinde yönetme yaklaşımı. Feature Versiyonlama https://sukruyusufkaya.com/en/glossary/feature-versioning 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Feature%20Versioning&category=veri-muhendisligi-ve-ai-altyapisi An approach for managing changes in feature definitions as traceable versions over time. Feature Versioning https://sukruyusufkaya.com/glossary/metadata-quality-score 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Metadata%20Kalite%20Skoru&category=veri-muhendisligi-ve-ai-altyapisi Metadata'nın tamlık, güncellik, açıklık ve yönetişim düzeyini ölçmek için kullanılan kalite puanı. Metadata Kalite Skoru https://sukruyusufkaya.com/en/glossary/metadata-quality-score 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Metadata%20Quality%20Score&category=veri-muhendisligi-ve-ai-altyapisi A quality score used to measure the completeness, freshness, clarity, and governance maturity of metadata. Metadata Quality Score https://sukruyusufkaya.com/glossary/glossary-alignment 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=S%C3%B6zl%C3%BCk%20Uyumu&category=veri-muhendisligi-ve-ai-altyapisi İş terimleri sözlüğü ile teknik veri varlıklarının anlam bakımından tutarlı hale getirilmesi süreci. Sözlük Uyumu https://sukruyusufkaya.com/en/glossary/glossary-alignment 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Glossary%20Alignment&category=veri-muhendisligi-ve-ai-altyapisi The process of aligning business glossary terms with technical data assets in a semantically consistent way. Glossary Alignment https://sukruyusufkaya.com/glossary/lineage-metadata-sync 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Lineage-Metadata%20Senkronizasyonu&category=veri-muhendisligi-ve-ai-altyapisi Metadata tanımları ile lineage ilişkilerinin birbiriyle tutarlı ve güncel kalmasını sağlayan senkronizasyon yaklaşımı. Lineage-Metadata Senkronizasyonu https://sukruyusufkaya.com/en/glossary/lineage-metadata-sync 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Lineage-Metadata%20Sync&category=veri-muhendisligi-ve-ai-altyapisi A synchronization approach that keeps metadata definitions and lineage relationships consistent and up to date. Lineage-Metadata Sync https://sukruyusufkaya.com/glossary/usage-metadata 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kullan%C4%B1m%20Metadata's%C4%B1&category=veri-muhendisligi-ve-ai-altyapisi Bir veri varlığının kimler tarafından, ne sıklıkta ve hangi amaçlarla kullanıldığını gösteren metadata türü. Kullanım Metadata'sı https://sukruyusufkaya.com/en/glossary/usage-metadata 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Usage%20Metadata&category=veri-muhendisligi-ve-ai-altyapisi A type of metadata showing who uses a data asset, how often, and for what purposes. Usage Metadata https://sukruyusufkaya.com/glossary/metadata-versioning 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Metadata%20Versiyonlama&category=veri-muhendisligi-ve-ai-altyapisi Metadata tanımlarının zaman içindeki değişimlerini izlenebilir sürümler halinde saklama yaklaşımı. Metadata Versiyonlama https://sukruyusufkaya.com/en/glossary/metadata-versioning 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Metadata%20Versioning&category=veri-muhendisligi-ve-ai-altyapisi An approach that stores changes in metadata definitions as traceable versions over time. Metadata Versioning https://sukruyusufkaya.com/glossary/stream-lag 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ak%C4%B1%C5%9F%20Gecikme%20Fark%C4%B1&category=veri-muhendisligi-ve-ai-altyapisi Üretilen olaylarla tüketilen olaylar arasındaki gecikme farkını ifade eden temel akış sağlığı metriği. Akış Gecikme Farkı https://sukruyusufkaya.com/en/glossary/stream-lag 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Stream%20Lag&category=veri-muhendisligi-ve-ai-altyapisi A core stream-health metric that expresses the delay gap between produced events and consumed events. Stream Lag https://sukruyusufkaya.com/glossary/state-store 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Durum%20Deposu&category=veri-muhendisligi-ve-ai-altyapisi Akış işleme sırasında geçmiş bağlamı ve ara hesap durumlarını saklayan kalıcı veya yarı kalıcı veri yapısı. Durum Deposu https://sukruyusufkaya.com/en/glossary/state-store 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=State%20Store&category=veri-muhendisligi-ve-ai-altyapisi A persistent or semi-persistent data structure that stores historical context and intermediate computation state during stream processing. State Store https://sukruyusufkaya.com/glossary/event-schema-registry 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Olay%20%C5%9Eema%20Kay%C4%B1t%20Defteri&category=veri-muhendisligi-ve-ai-altyapisi Akış tabanlı sistemlerde olay şemalarının merkezi olarak tutulduğu ve evriminin yönetildiği yapı. Olay Şema Kayıt Defteri https://sukruyusufkaya.com/en/glossary/event-schema-registry 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Event%20Schema%20Registry&category=veri-muhendisligi-ve-ai-altyapisi A structure in which event schemas are centrally stored and their evolution is managed in stream-based systems. Event Schema Registry https://sukruyusufkaya.com/glossary/stream-windowing 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ak%C4%B1%C5%9F%20Pencereleme&category=veri-muhendisligi-ve-ai-altyapisi Sürekli veri akışını belirli zaman veya olay aralıklarında gruplayarak hesaplama yapma yaklaşımı. Akış Pencereleme https://sukruyusufkaya.com/en/glossary/stream-windowing 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Stream%20Windowing&category=veri-muhendisligi-ve-ai-altyapisi An approach that groups continuous data streams into defined time or event intervals for computation. Stream Windowing https://sukruyusufkaya.com/glossary/consumer-group 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Consumer%20Group&category=veri-muhendisligi-ve-ai-altyapisi Aynı akıştan paralel ve dengeli biçimde veri tüketen tüketici örnekleri topluluğu. Consumer Group https://sukruyusufkaya.com/en/glossary/consumer-group 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Consumer%20Group&category=veri-muhendisligi-ve-ai-altyapisi A group of consumer instances that read from the same stream in a balanced and parallel way. Consumer Group https://sukruyusufkaya.com/glossary/late-data-reconciliation 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ge%C3%A7%20Veri%20Mutabakat%C4%B1&category=veri-muhendisligi-ve-ai-altyapisi Sonradan gelen verilerin geçmiş batch çıktılarıyla uyumlu hale getirilmesini sağlayan düzeltme süreci. Geç Veri Mutabakatı https://sukruyusufkaya.com/en/glossary/late-data-reconciliation 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Late%20Data%20Reconciliation&category=veri-muhendisligi-ve-ai-altyapisi A correction process that brings late-arriving data into alignment with previously produced batch outputs. Late Data Reconciliation https://sukruyusufkaya.com/glossary/partition-pruning 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Partition%20Budama&category=veri-muhendisligi-ve-ai-altyapisi Toplu işleme ve sorgularda yalnızca ilgili partition'ları işleyerek maliyeti azaltan optimizasyon tekniği. Partition Budama https://sukruyusufkaya.com/en/glossary/partition-pruning 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Partition%20Pruning&category=veri-muhendisligi-ve-ai-altyapisi An optimization technique that reduces cost by processing only relevant partitions in batch jobs and queries. Partition Pruning https://sukruyusufkaya.com/glossary/cutoff-time 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kesim%20Zaman%C4%B1&category=veri-muhendisligi-ve-ai-altyapisi Bir batch işinin belirli bir veri dönemi için hangi ana kadar gelen kayıtları kabul edeceğini belirleyen zaman sınırı. Kesim Zamanı https://sukruyusufkaya.com/en/glossary/cutoff-time 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Cutoff%20Time&category=veri-muhendisligi-ve-ai-altyapisi A time boundary that determines until what moment a batch job will accept records for a given data period. Cutoff Time https://sukruyusufkaya.com/glossary/job-chaining 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C4%B0%C5%9F%20Zincirleme&category=veri-muhendisligi-ve-ai-altyapisi Batch işlerinin çıktı-girdi ilişkisine göre ardışık biçimde birbirini tetiklediği yürütme modeli. İş Zincirleme https://sukruyusufkaya.com/en/glossary/job-chaining 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Job%20Chaining&category=veri-muhendisligi-ve-ai-altyapisi An execution model in which batch jobs trigger one another sequentially based on output-input relationships. Job Chaining https://sukruyusufkaya.com/glossary/batch-backlog 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Batch%20Birikimi&category=veri-muhendisligi-ve-ai-altyapisi Planlanan batch işlerinin zamanında tamamlanamaması nedeniyle işleme kuyruğunda biriken yük durumu. Batch Birikimi https://sukruyusufkaya.com/en/glossary/batch-backlog 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Batch%20Backlog&category=veri-muhendisligi-ve-ai-altyapisi A load condition in which scheduled batch jobs accumulate in the processing queue because they cannot complete on time. Batch Backlog https://sukruyusufkaya.com/glossary/warehouse-partition-key 2026-05-25T16:43:51.441Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ambar%20Partition%20Anahtar%C4%B1&category=veri-muhendisligi-ve-ai-altyapisi Veri ambarı tablolarında veriyi mantıksal parçalara ayırmak için kullanılan ana bölümleme alanı. Ambar Partition Anahtarı https://sukruyusufkaya.com/en/glossary/warehouse-partition-key 2026-05-25T16:43:51.441Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Warehouse%20Partition%20Key&category=veri-muhendisligi-ve-ai-altyapisi The primary partitioning field used to split warehouse tables into logical segments. Warehouse Partition Key https://sukruyusufkaya.com/glossary/query-acceleration 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Sorgu%20H%C4%B1zland%C4%B1rma&category=veri-muhendisligi-ve-ai-altyapisi Veri ambarı sorgularının daha düşük gecikme ve daha yüksek verimle çalışmasını sağlayan optimizasyon yaklaşımı. Sorgu Hızlandırma https://sukruyusufkaya.com/en/glossary/query-acceleration 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Query%20Acceleration&category=veri-muhendisligi-ve-ai-altyapisi An optimization approach that enables data warehouse queries to run with lower latency and higher efficiency. Query Acceleration https://sukruyusufkaya.com/glossary/workload-isolation 2026-05-25T16:27:19.079Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C4%B0%C5%9F%20Y%C3%BCk%C3%BC%20%C4%B0zolasyonu&category=veri-muhendisligi-ve-ai-altyapisi Farklı sorgu ve hesaplama türlerinin birbirini boğmasını önlemek için kaynakların ayrıştırıldığı veri ambarı yaklaşımı. İş Yükü İzolasyonu https://sukruyusufkaya.com/en/glossary/workload-isolation 2026-05-25T16:27:19.079Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Workload%20Isolation&category=veri-muhendisligi-ve-ai-altyapisi A warehouse approach in which resources are separated to prevent different query and compute workloads from interfering with one another. Workload Isolation https://sukruyusufkaya.com/glossary/aggregate-table 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Agregasyon%20Tablosu&category=veri-muhendisligi-ve-ai-altyapisi Detay verilerden türetilmiş özet sonuçları saklayarak analitik sorguları hızlandıran tablo yapısı. Agregasyon Tablosu https://sukruyusufkaya.com/en/glossary/aggregate-table 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Aggregate%20Table&category=veri-muhendisligi-ve-ai-altyapisi A table structure that stores summarized results derived from detailed data in order to accelerate analytical queries. Aggregate Table https://sukruyusufkaya.com/glossary/conformed-dimension 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Uyumlu%20Boyut&category=veri-muhendisligi-ve-ai-altyapisi Farklı olgusal tablolar ve iş alanları arasında ortak anlamla yeniden kullanılan boyut yapısı. Uyumlu Boyut https://sukruyusufkaya.com/en/glossary/conformed-dimension 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Conformed%20Dimension&category=veri-muhendisligi-ve-ai-altyapisi A dimension structure reused across different fact tables and business domains with shared meaning. Conformed Dimension https://sukruyusufkaya.com/glossary/data-lifecycle-tiering 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20Ya%C5%9Fam%20D%C3%B6ng%C3%BCs%C3%BC%20Katmanlama&category=veri-muhendisligi-ve-ai-altyapisi Verinin erişim sıklığı, yaşı ve iş değeri değiştikçe farklı depolama katmanlarına geçirilmesi yaklaşımı. Veri Yaşam Döngüsü Katmanlama https://sukruyusufkaya.com/en/glossary/data-lifecycle-tiering 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Lifecycle%20Tiering&category=veri-muhendisligi-ve-ai-altyapisi An approach in which data is moved across storage tiers as its access frequency, age, and business value change. Data Lifecycle Tiering https://sukruyusufkaya.com/glossary/file-pruning 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Dosya%20Budama&category=veri-muhendisligi-ve-ai-altyapisi Sorgu sırasında gereksiz dosyaların taranmasını önleyerek veri gölü performansını artıran optimizasyon tekniği. Dosya Budama https://sukruyusufkaya.com/en/glossary/file-pruning 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=File%20Pruning&category=veri-muhendisligi-ve-ai-altyapisi An optimization technique that improves data lake performance by avoiding scans of unnecessary files during queries. File Pruning https://sukruyusufkaya.com/glossary/cold-storage-tier 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=So%C4%9Fuk%20Depolama%20Katman%C4%B1&category=veri-muhendisligi-ve-ai-altyapisi Nadiren erişilen ancak saklanması gereken verilerin düşük maliyetli depolama katmanında tutulması yaklaşımı. Soğuk Depolama Katmanı https://sukruyusufkaya.com/en/glossary/cold-storage-tier 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Cold%20Storage%20Tier&category=veri-muhendisligi-ve-ai-altyapisi An approach in which rarely accessed but still required data is kept in a low-cost storage tier. Cold Storage Tier https://sukruyusufkaya.com/glossary/curated-zone 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=K%C3%BCrasyon%20B%C3%B6lgesi&category=veri-muhendisligi-ve-ai-altyapisi Temizlenmiş, anlamlandırılmış ve analitik kullanıma daha uygun hale getirilmiş veri gölü katmanı. Kürasyon Bölgesi https://sukruyusufkaya.com/en/glossary/curated-zone 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Curated%20Zone&category=veri-muhendisligi-ve-ai-altyapisi The data lake layer where data has been cleaned, structured, and made more suitable for analytical use. Curated Zone https://sukruyusufkaya.com/glossary/raw-zone 2026-05-25T08:30:53.589Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ham%20B%C3%B6lge&category=veri-muhendisligi-ve-ai-altyapisi Kaynak verilerin minimum müdahale ile ilk kabul edildiği veri gölü katmanı. Ham Bölge https://sukruyusufkaya.com/en/glossary/raw-zone 2026-05-25T08:30:53.589Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Raw%20Zone&category=veri-muhendisligi-ve-ai-altyapisi The data lake layer where source data is first accepted with minimal alteration. Raw Zone https://sukruyusufkaya.com/glossary/data-contract-enforcement 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20S%C3%B6zle%C5%9Fmesi%20Zorlamas%C4%B1&category=veri-muhendisligi-ve-ai-altyapisi Şema, kalite ve teslim beklentilerinin tanımlanmakla kalmayıp sistem tarafından aktif biçimde uygulanması yaklaşımı. Veri Sözleşmesi Zorlaması https://sukruyusufkaya.com/en/glossary/data-contract-enforcement 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Contract%20Enforcement&category=veri-muhendisligi-ve-ai-altyapisi An approach in which schema, quality, and delivery expectations are not only defined, but actively enforced by the system. Data Contract Enforcement https://sukruyusufkaya.com/glossary/dependency-resolution 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ba%C4%9F%C4%B1ml%C4%B1l%C4%B1k%20%C3%87%C3%B6z%C3%BCmleme&category=veri-muhendisligi-ve-ai-altyapisi Bir veri iş akışındaki görevlerin ve veri varlıklarının hangi sırada ve hangi koşullarda çalışacağını belirleme süreci. Bağımlılık Çözümleme https://sukruyusufkaya.com/en/glossary/dependency-resolution 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Dependency%20Resolution&category=veri-muhendisligi-ve-ai-altyapisi The process of determining in what order and under what conditions tasks and data assets in a workflow should execute. Dependency Resolution https://sukruyusufkaya.com/glossary/pipeline-sla 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Pipeline%20SLA&category=veri-muhendisligi-ve-ai-altyapisi Bir veri boru hattının beklenen teslim süresi, başarı oranı ve kullanılabilirlik seviyesini tanımlayan hizmet standardı. Pipeline SLA https://sukruyusufkaya.com/en/glossary/pipeline-sla 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Pipeline%20SLA&category=veri-muhendisligi-ve-ai-altyapisi A service standard that defines the expected delivery time, success rate, and availability level of a data pipeline. Pipeline SLA https://sukruyusufkaya.com/glossary/rerun-strategy 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Yeniden%20%C3%87al%C4%B1%C5%9Ft%C4%B1rma%20Stratejisi&category=veri-muhendisligi-ve-ai-altyapisi Başarısız veya eksik veri işlerinin hangi kapsamda ve hangi güvenlik kurallarıyla tekrar çalıştırılacağını belirleyen yaklaşım. Yeniden Çalıştırma Stratejisi https://sukruyusufkaya.com/en/glossary/rerun-strategy 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Rerun%20Strategy&category=veri-muhendisligi-ve-ai-altyapisi An approach that defines how failed or incomplete data jobs should be rerun and under what safety rules. Rerun Strategy https://sukruyusufkaya.com/glossary/pipeline-observability 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Pipeline%20G%C3%B6zlemlenebilirli%C4%9Fi&category=veri-muhendisligi-ve-ai-altyapisi Veri boru hatlarının sağlık, gecikme, hacim ve hata davranışlarının sürekli izlenmesini sağlayan yaklaşım. Pipeline Gözlemlenebilirliği https://sukruyusufkaya.com/en/glossary/pipeline-observability 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Pipeline%20Observability&category=veri-muhendisligi-ve-ai-altyapisi An approach that continuously monitors the health, latency, volume, and failure behavior of data pipelines. Pipeline Observability https://sukruyusufkaya.com/glossary/load-window 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Y%C3%BCkleme%20Penceresi&category=veri-muhendisligi-ve-ai-altyapisi Bir yükleme sürecinin hangi zaman aralığındaki veriyi kapsadığını ve ne zaman çalıştığını tanımlayan sınır yapısı. Yükleme Penceresi https://sukruyusufkaya.com/en/glossary/load-window 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Load%20Window&category=veri-muhendisligi-ve-ai-altyapisi A boundary structure that defines which time range a load process covers and when it runs. Load Window https://sukruyusufkaya.com/glossary/transformation-layer 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=D%C3%B6n%C3%BC%C5%9F%C3%BCm%20Katman%C4%B1&category=veri-muhendisligi-ve-ai-altyapisi Ham veriyi analitik veya operasyonel kullanım için yeniden şekillendiren kurallı işleme katmanı. Dönüşüm Katmanı https://sukruyusufkaya.com/en/glossary/transformation-layer 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Transformation%20Layer&category=veri-muhendisligi-ve-ai-altyapisi A rule-driven processing layer that reshapes raw data for analytical or operational use. Transformation Layer https://sukruyusufkaya.com/glossary/merge-policy 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Birle%C5%9Ftirme%20Politikas%C4%B1&category=veri-muhendisligi-ve-ai-altyapisi Yeni ve mevcut kayıtlar çakıştığında hangi kaydın hangi kurala göre korunacağını tanımlayan yükleme mantığı. Birleştirme Politikası https://sukruyusufkaya.com/en/glossary/merge-policy 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Merge%20Policy&category=veri-muhendisligi-ve-ai-altyapisi A loading logic that defines which record should be preserved under which rule when incoming and existing records conflict. Merge Policy https://sukruyusufkaya.com/glossary/source-system-replication 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kaynak%20Sistem%20Replikasyonu&category=veri-muhendisligi-ve-ai-altyapisi Kaynak sistemdeki verinin analitik veya operasyonel amaçlarla başka bir ortama kopyalanması yaklaşımı. Kaynak Sistem Replikasyonu https://sukruyusufkaya.com/en/glossary/source-system-replication 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Source%20System%20Replication&category=veri-muhendisligi-ve-ai-altyapisi An approach in which data from a source system is replicated into another environment for analytical or operational use. Source System Replication https://sukruyusufkaya.com/glossary/dashboard-lineage 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Dashboard%20Lineage&category=veri-muhendisligi-ve-ai-altyapisi Bir dashboard içindeki metrik ve görsellerin hangi veri setleri, sorgular ve dönüşümlerle beslendiğini gösteren iz yapısı. Dashboard Lineage https://sukruyusufkaya.com/en/glossary/dashboard-lineage 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Dashboard%20Lineage&category=veri-muhendisligi-ve-ai-altyapisi A trace structure that shows which datasets, queries, and transformations feed the metrics and visuals inside a dashboard. Dashboard Lineage https://sukruyusufkaya.com/glossary/model-lineage 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Model%20Lineage&category=veri-muhendisligi-ve-ai-altyapisi Bir makine öğrenmesi modelinin hangi veri, feature, kod sürümü ve eğitim akışıyla üretildiğini gösteren izleme yapısı. Model Lineage https://sukruyusufkaya.com/en/glossary/model-lineage 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Model%20Lineage&category=veri-muhendisligi-ve-ai-altyapisi A traceability structure that shows which data, features, code version, and training workflow produced a machine learning model. Model Lineage https://sukruyusufkaya.com/glossary/lineage-driven-access-impact 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Lineage%20Tabanl%C4%B1%20Eri%C5%9Fim%20Etkisi&category=veri-muhendisligi-ve-ai-altyapisi Bir veri varlığındaki erişim yetkisi değişikliğinin bağlı veri ürünleri ve tüketici sistemler üzerindeki etkisini analiz eden yaklaşım. Lineage Tabanlı Erişim Etkisi https://sukruyusufkaya.com/en/glossary/lineage-driven-access-impact 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Lineage-Driven%20Access%20Impact&category=veri-muhendisligi-ve-ai-altyapisi An approach that analyzes the impact of access permission changes on connected data products and consumer systems. Lineage-Driven Access Impact https://sukruyusufkaya.com/glossary/downstream-breakage-risk 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Downstream%20K%C4%B1r%C4%B1lma%20Riski&category=veri-muhendisligi-ve-ai-altyapisi Bir veri varlığında yapılan değişikliğin bağlı rapor, model veya servislerde kırılma yaratma ihtimalini ifade eden risk ölçütü. Downstream Kırılma Riski https://sukruyusufkaya.com/en/glossary/downstream-breakage-risk 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Downstream%20Breakage%20Risk&category=veri-muhendisligi-ve-ai-altyapisi A risk measure describing the likelihood that a change in a data asset will cause breakage in connected reports, models, or services. Downstream Breakage Risk https://sukruyusufkaya.com/glossary/lineage-confidence-score 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Lineage%20G%C3%BCven%20Skoru&category=veri-muhendisligi-ve-ai-altyapisi Otomatik veya yarı otomatik çıkarılmış lineage bilgisinin güvenilirlik düzeyini ifade eden kalite göstergesi. Lineage Güven Skoru https://sukruyusufkaya.com/en/glossary/lineage-confidence-score 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Lineage%20Confidence%20Score&category=veri-muhendisligi-ve-ai-altyapisi A quality indicator that expresses the reliability level of automatically or semi-automatically inferred lineage information. Lineage Confidence Score https://sukruyusufkaya.com/glossary/orphaned-asset-detection 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Sahipsiz%20Varl%C4%B1k%20Tespiti&category=veri-muhendisligi-ve-ai-altyapisi Artık upstream veya downstream bağlantısı kalmamış veri varlıklarını belirlemeye yönelik lineage tabanlı kontrol süreci. Sahipsiz Varlık Tespiti https://sukruyusufkaya.com/en/glossary/orphaned-asset-detection 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Orphaned%20Asset%20Detection&category=veri-muhendisligi-ve-ai-altyapisi A lineage-based control process for identifying data assets that no longer have meaningful upstream or downstream connections. Orphaned Asset Detection https://sukruyusufkaya.com/glossary/blast-radius-analysis 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Etkile%C5%9Fim%20Alan%C4%B1%20Analizi&category=veri-muhendisligi-ve-ai-altyapisi Bir veri değişikliğinin veya arızasının kaç varlığı ve hangi kritik süreçleri etkileyebileceğini ölçen risk analizi yaklaşımı. Etkileşim Alanı Analizi https://sukruyusufkaya.com/en/glossary/blast-radius-analysis 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Blast%20Radius%20Analysis&category=veri-muhendisligi-ve-ai-altyapisi A risk analysis approach that measures how many assets and which critical processes may be affected by a data change or failure. Blast Radius Analysis https://sukruyusufkaya.com/glossary/change-propagation-analysis 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=De%C4%9Fi%C5%9Fim%20Yay%C4%B1l%C4%B1m%20Analizi&category=veri-muhendisligi-ve-ai-altyapisi Bir veri varlığındaki veya iş mantığındaki değişikliğin platform boyunca nasıl yayılacağını analiz etme süreci. Değişim Yayılım Analizi https://sukruyusufkaya.com/en/glossary/change-propagation-analysis 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Change%20Propagation%20Analysis&category=veri-muhendisligi-ve-ai-altyapisi The process of analyzing how a change in a data asset or business logic will propagate across the platform. Change Propagation Analysis https://sukruyusufkaya.com/glossary/dataset-dependency-map 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20Seti%20Ba%C4%9F%C4%B1ml%C4%B1l%C4%B1k%20Haritas%C4%B1&category=veri-muhendisligi-ve-ai-altyapisi Veri setleri arasındaki bağımlılık ilişkilerini sistematik biçimde gösteren haritalama yapısı. Veri Seti Bağımlılık Haritası https://sukruyusufkaya.com/en/glossary/dataset-dependency-map 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Dataset%20Dependency%20Map&category=veri-muhendisligi-ve-ai-altyapisi A mapping structure that systematically shows dependency relationships among datasets. Dataset Dependency Map https://sukruyusufkaya.com/glossary/semantic-lineage 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Semantik%20Lineage&category=veri-muhendisligi-ve-ai-altyapisi Veri varlıklarının yalnızca teknik değil, iş anlamı düzeyinde nasıl türetildiğini ve bağlandığını gösteren lineage yaklaşımı. Semantik Lineage https://sukruyusufkaya.com/en/glossary/semantic-lineage 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Semantic%20Lineage&category=veri-muhendisligi-ve-ai-altyapisi A lineage approach that shows how data assets are derived and connected not only technically, but also at the business-meaning level. Semantic Lineage https://sukruyusufkaya.com/glossary/audit-trail 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Denetim%20%C4%B0zi&category=veri-muhendisligi-ve-ai-altyapisi Veri ve işlem değişikliklerinin kim tarafından, ne zaman ve nasıl yapıldığını kaydeden izleme mekanizması. Denetim İzi https://sukruyusufkaya.com/en/glossary/audit-trail 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Audit%20Trail&category=veri-muhendisligi-ve-ai-altyapisi A tracking mechanism that records who changed data or processes, when, and how. Audit Trail https://sukruyusufkaya.com/glossary/impact-analysis 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Etki%20Analizi&category=veri-muhendisligi-ve-ai-altyapisi Bir veri değişikliğinin hangi raporları, modelleri, tabloları veya süreçleri etkileyebileceğini önceden değerlendirme süreci. Etki Analizi https://sukruyusufkaya.com/en/glossary/impact-analysis 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Impact%20Analysis&category=veri-muhendisligi-ve-ai-altyapisi The process of assessing in advance which reports, models, tables, or workflows may be affected by a data change. Impact Analysis https://sukruyusufkaya.com/glossary/data-provenance 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20Provenance&category=veri-muhendisligi-ve-ai-altyapisi Bir veri öğesinin kökenini, üretim koşullarını ve işlem geçmişini açıklayan kaynak güvenilirliği perspektifi. Veri Provenance https://sukruyusufkaya.com/en/glossary/data-provenance 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Provenance&category=veri-muhendisligi-ve-ai-altyapisi A source-reliability perspective that describes the origin, creation conditions, and processing history of a data element. Data Provenance https://sukruyusufkaya.com/glossary/column-level-lineage 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kolon%20Seviyesi%20Lineage&category=veri-muhendisligi-ve-ai-altyapisi Tek tek veri alanlarının hangi kaynak kolonlardan türediğini ve nasıl dönüştürüldüğünü izleyen ayrıntılı lineage düzeyi. Kolon Seviyesi Lineage https://sukruyusufkaya.com/en/glossary/column-level-lineage 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Column-Level%20Lineage&category=veri-muhendisligi-ve-ai-altyapisi A detailed lineage level that traces which source columns each field was derived from and how it was transformed. Column-Level Lineage https://sukruyusufkaya.com/glossary/data-lineage 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20Lineage&category=veri-muhendisligi-ve-ai-altyapisi Bir veri öğesinin kaynaktan dönüşümlere ve son kullanım noktasına kadar izlenebilir yaşam yolculuğu. Veri Lineage https://sukruyusufkaya.com/en/glossary/data-lineage 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Lineage&category=veri-muhendisligi-ve-ai-altyapisi The traceable lifecycle journey of a data element from source through transformations to final usage. Data Lineage https://sukruyusufkaya.com/glossary/metadata-filtering-in-vector-search 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Vekt%C3%B6r%20Aramada%20Metadata%20Filtreleme&category=veri-muhendisligi-ve-ai-altyapisi Vektör benzerliği sonuçlarını tarih, kaynak, kullanıcı veya kategori gibi ek alanlarla daraltma yaklaşımı. Vektör Aramada Metadata Filtreleme https://sukruyusufkaya.com/en/glossary/metadata-filtering-in-vector-search 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Metadata%20Filtering%20in%20Vector%20Search&category=veri-muhendisligi-ve-ai-altyapisi An approach that narrows vector similarity results using additional fields such as date, source, user, or category. Metadata Filtering in Vector Search https://sukruyusufkaya.com/glossary/hybrid-search 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Hibrit%20Arama&category=veri-muhendisligi-ve-ai-altyapisi Semantik vektör aramayı anahtar kelime ve filtre tabanlı klasik arama teknikleriyle birleştiren yaklaşım. Hibrit Arama https://sukruyusufkaya.com/en/glossary/hybrid-search 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Hybrid%20Search&category=veri-muhendisligi-ve-ai-altyapisi An approach that combines semantic vector search with keyword-based and filter-based classical retrieval techniques. Hybrid Search https://sukruyusufkaya.com/glossary/hnsw-index 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=HNSW%20Index&category=veri-muhendisligi-ve-ai-altyapisi Yüksek boyutlu vektörlerde hızlı yaklaşık komşu arama için hiyerarşik grafik yapısı kullanan indeksleme yöntemi. HNSW Index https://sukruyusufkaya.com/en/glossary/hnsw-index 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=HNSW%20Index&category=veri-muhendisligi-ve-ai-altyapisi An indexing method that uses a hierarchical graph structure for fast approximate neighbor search in high-dimensional vectors. HNSW Index https://sukruyusufkaya.com/glossary/approximate-nearest-neighbor 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Yakla%C5%9F%C4%B1k%20En%20Yak%C4%B1n%20Kom%C5%9Fu%20Arama&category=veri-muhendisligi-ve-ai-altyapisi Yüksek boyutlu vektör uzaylarında tam doğruluk yerine yüksek hız ve kabul edilebilir yakınlık sağlayan arama yaklaşımı. Yaklaşık En Yakın Komşu Arama https://sukruyusufkaya.com/en/glossary/approximate-nearest-neighbor 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Approximate%20Nearest%20Neighbor%20Search&category=veri-muhendisligi-ve-ai-altyapisi A search approach in high-dimensional vector spaces that prioritizes speed and acceptable proximity over exactness. Approximate Nearest Neighbor Search https://sukruyusufkaya.com/glossary/vector-database 2026-05-25T17:21:23.955Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Vekt%C3%B6r%20Veritaban%C4%B1&category=veri-muhendisligi-ve-ai-altyapisi Embedding tabanlı arama ve benzerlik sorguları için optimize edilmiş yüksek boyutlu veri depolama ve erişim sistemi. Vektör Veritabanı https://sukruyusufkaya.com/en/glossary/vector-database 2026-05-25T17:21:23.955Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Vector%20Database&category=veri-muhendisligi-ve-ai-altyapisi A storage and retrieval system optimized for high-dimensional embedding data and similarity search. Vector Database https://sukruyusufkaya.com/glossary/feature-registry 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Feature%20Registry&category=veri-muhendisligi-ve-ai-altyapisi Feature tanımlarının, sürümlerinin, sahipliğinin ve kullanım durumlarının merkezi olarak tutulduğu kayıt katmanı. Feature Registry https://sukruyusufkaya.com/en/glossary/feature-registry 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Feature%20Registry&category=veri-muhendisligi-ve-ai-altyapisi A registry layer where feature definitions, versions, ownership, and usage states are centrally maintained. Feature Registry https://sukruyusufkaya.com/glossary/point-in-time-join 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Point-in-Time%20Join&category=veri-muhendisligi-ve-ai-altyapisi Bir tahmin anında gerçekten erişilebilir olan geçmiş özellikleri kullanarak eğitim verisi üretme yaklaşımı. Point-in-Time Join https://sukruyusufkaya.com/en/glossary/point-in-time-join 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Point-in-Time%20Join&category=veri-muhendisligi-ve-ai-altyapisi An approach for generating training data using only the historical features that would actually have been available at prediction time. Point-in-Time Join https://sukruyusufkaya.com/glossary/offline-feature-store 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Offline%20Feature%20Store&category=veri-muhendisligi-ve-ai-altyapisi Model eğitimi, backtesting ve batch feature üretimi için kullanılan tarihsel ve hacimli feature depolama katmanı. Offline Feature Store https://sukruyusufkaya.com/en/glossary/offline-feature-store 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Offline%20Feature%20Store&category=veri-muhendisligi-ve-ai-altyapisi A historical and large-scale feature storage layer used for model training, backtesting, and batch feature generation. Offline Feature Store https://sukruyusufkaya.com/glossary/online-feature-store 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Online%20Feature%20Store&category=veri-muhendisligi-ve-ai-altyapisi Canlı tahmin anında düşük gecikmeyle özellik sunmak üzere optimize edilmiş feature store katmanı. Online Feature Store https://sukruyusufkaya.com/en/glossary/online-feature-store 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Online%20Feature%20Store&category=veri-muhendisligi-ve-ai-altyapisi A feature store layer optimized for low-latency feature serving at live prediction time. Online Feature Store https://sukruyusufkaya.com/glossary/feature-store 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Feature%20Store&category=veri-muhendisligi-ve-ai-altyapisi Makine öğrenmesi özelliklerinin merkezi, tekrar kullanılabilir ve eğitim-servis tutarlılığıyla yönetildiği altyapı katmanı. Feature Store https://sukruyusufkaya.com/en/glossary/feature-store 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Feature%20Store&category=veri-muhendisligi-ve-ai-altyapisi An infrastructure layer where machine learning features are centrally managed with reuse and training-serving consistency. Feature Store https://sukruyusufkaya.com/glossary/metadata-registry 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Metadata%20Registry&category=veri-muhendisligi-ve-ai-altyapisi Metadata nesnelerinin standart, yönetilebilir ve erişilebilir biçimde saklandığı merkezi kayıt yapısı. Metadata Registry https://sukruyusufkaya.com/en/glossary/metadata-registry 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Metadata%20Registry&category=veri-muhendisligi-ve-ai-altyapisi A central registry where metadata objects are stored in a standardized, governable, and accessible form. Metadata Registry https://sukruyusufkaya.com/glossary/operational-metadata 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Operasyonel%20Metadata&category=veri-muhendisligi-ve-ai-altyapisi Veri akışlarının çalışma durumu, yenilenme zamanı, hata geçmişi ve işleme performansı gibi operasyonel bilgileri içeren metadata katmanı. Operasyonel Metadata https://sukruyusufkaya.com/en/glossary/operational-metadata 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Operational%20Metadata&category=veri-muhendisligi-ve-ai-altyapisi The metadata layer containing operational information such as run status, refresh timing, error history, and processing performance. Operational Metadata https://sukruyusufkaya.com/glossary/technical-metadata 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Teknik%20Metadata&category=veri-muhendisligi-ve-ai-altyapisi Veri varlıklarının şema, veri tipi, kaynak yapı ve depolama özelliklerini tanımlayan teknik metadata katmanı. Teknik Metadata https://sukruyusufkaya.com/en/glossary/technical-metadata 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Technical%20Metadata&category=veri-muhendisligi-ve-ai-altyapisi The technical metadata layer that describes schema, data types, source structures, and storage characteristics of data assets. Technical Metadata https://sukruyusufkaya.com/glossary/business-metadata 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C4%B0%C5%9F%20Metadata's%C4%B1&category=veri-muhendisligi-ve-ai-altyapisi Veri varlıklarının iş anlamını, kullanım amacını ve kurumsal tanımlarını açıklayan metadata katmanı. İş Metadata'sı https://sukruyusufkaya.com/en/glossary/business-metadata 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Business%20Metadata&category=veri-muhendisligi-ve-ai-altyapisi The metadata layer that explains the business meaning, usage purpose, and enterprise definitions of data assets. Business Metadata https://sukruyusufkaya.com/glossary/metadata 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Metadata&category=veri-muhendisligi-ve-ai-altyapisi Veri hakkında veri niteliği taşıyan tanım, kaynak, kullanım ve teknik yapı bilgileri bütünü. Metadata https://sukruyusufkaya.com/en/glossary/metadata 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Metadata&category=veri-muhendisligi-ve-ai-altyapisi The body of descriptive, source, usage, and technical information that exists about data. Metadata https://sukruyusufkaya.com/glossary/stream-join 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ak%C4%B1%C5%9F%20Join'i&category=veri-muhendisligi-ve-ai-altyapisi Birden fazla sürekli veri akışını zaman ve anahtar mantığıyla birleştirerek anlamlı olay bağlamı üretme işlemi. Akış Join'i https://sukruyusufkaya.com/en/glossary/stream-join 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Stream%20Join&category=veri-muhendisligi-ve-ai-altyapisi The operation of joining multiple continuous data streams by key and time logic to create meaningful event context. Stream Join https://sukruyusufkaya.com/glossary/exactly-once-semantics 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Exactly-Once%20Semantics&category=veri-muhendisligi-ve-ai-altyapisi Her veri olayının sistem tarafından mantıksal olarak yalnızca bir kez işlenmesini garanti etmeyi hedefleyen işleme modeli. Exactly-Once Semantics https://sukruyusufkaya.com/en/glossary/exactly-once-semantics 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Exactly-Once%20Semantics&category=veri-muhendisligi-ve-ai-altyapisi A processing model that aims to guarantee each data event is logically handled exactly once by the system. Exactly-Once Semantics https://sukruyusufkaya.com/glossary/watermarking 2026-05-25T16:42:28.372Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Watermarking&category=veri-muhendisligi-ve-ai-altyapisi Geç gelen olayları yönetmek için akış sistemlerinde zaman ilerleyişine dair tolerans sınırı tanımlayan mekanizma. Watermarking https://sukruyusufkaya.com/en/glossary/watermarking 2026-05-25T16:42:28.372Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Watermarking&category=veri-muhendisligi-ve-ai-altyapisi A mechanism in stream systems that defines a tolerance boundary for time progression in order to manage late-arriving events. Watermarking https://sukruyusufkaya.com/glossary/event-time 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Event%20Time&category=veri-muhendisligi-ve-ai-altyapisi Bir olayın sisteme ne zaman ulaştığından bağımsız olarak gerçekte ne zaman meydana geldiğini ifade eden zaman kavramı. Event Time https://sukruyusufkaya.com/en/glossary/event-time 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Event%20Time&category=veri-muhendisligi-ve-ai-altyapisi A time concept expressing when an event actually occurred, independent of when it reached the system. Event Time https://sukruyusufkaya.com/glossary/stream-processing 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ak%C4%B1%C5%9F%20%C4%B0%C5%9Fleme&category=veri-muhendisligi-ve-ai-altyapisi Sürekli gelen veri olaylarının düşük gecikme ile işlenmesine dayanan işlem yaklaşımı. Akış İşleme https://sukruyusufkaya.com/en/glossary/stream-processing 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Stream%20Processing&category=veri-muhendisligi-ve-ai-altyapisi A processing approach based on handling continuously arriving data events with low latency. Stream Processing https://sukruyusufkaya.com/glossary/backfill 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Backfill&category=veri-muhendisligi-ve-ai-altyapisi Geçmiş dönem verilerinin sonradan yeniden işlenmesi veya eksik tarihsel veri boşluklarının doldurulması işlemi. Backfill https://sukruyusufkaya.com/en/glossary/backfill 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Backfill&category=veri-muhendisligi-ve-ai-altyapisi The process of reprocessing historical periods or filling missing historical data gaps after the fact. Backfill https://sukruyusufkaya.com/glossary/partitioning 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Partitioning&category=veri-muhendisligi-ve-ai-altyapisi Büyük veri kümelerini mantıksal parçalara ayırarak okuma, yazma ve işleme verimliliğini artırma tekniği. Partitioning https://sukruyusufkaya.com/en/glossary/partitioning 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Partitioning&category=veri-muhendisligi-ve-ai-altyapisi A technique for improving read, write, and processing efficiency by splitting large datasets into logical partitions. Partitioning https://sukruyusufkaya.com/glossary/job-scheduler 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C4%B0%C5%9F%20Zamanlay%C4%B1c%C4%B1&category=veri-muhendisligi-ve-ai-altyapisi Batch veya hibrit veri işlerinin ne zaman ve hangi koşullarda çalışacağını yöneten sistem bileşeni. İş Zamanlayıcı https://sukruyusufkaya.com/en/glossary/job-scheduler 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Job%20Scheduler&category=veri-muhendisligi-ve-ai-altyapisi A system component that governs when and under what conditions batch or hybrid jobs should run. Job Scheduler https://sukruyusufkaya.com/glossary/batch-job 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Batch%20%C4%B0%C5%9F&category=veri-muhendisligi-ve-ai-altyapisi Belirli bir zaman planına göre veya tetikleyiciyle çalışan toplu veri işleme görevi. Batch İş https://sukruyusufkaya.com/en/glossary/batch-job 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Batch%20Job&category=veri-muhendisligi-ve-ai-altyapisi A bulk data processing task that runs according to a schedule or trigger. Batch Job https://sukruyusufkaya.com/glossary/batch-processing 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Toplu%20%C4%B0%C5%9Fleme&category=veri-muhendisligi-ve-ai-altyapisi Verinin belirli aralıklarla topluca işlenip sonuçların periyodik olarak üretilmesine dayanan işlem yaklaşımı. Toplu İşleme https://sukruyusufkaya.com/en/glossary/batch-processing 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Batch%20Processing&category=veri-muhendisligi-ve-ai-altyapisi A processing approach in which data is handled in bulk at scheduled intervals and results are produced periodically. Batch Processing https://sukruyusufkaya.com/glossary/semantic-layer 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Semantik%20Katman&category=veri-muhendisligi-ve-ai-altyapisi İş metriklerini, tanımları ve sorgu mantığını teknik veri yapılarının üzerinde tutarlı biçimde soyutlayan katman. Semantik Katman https://sukruyusufkaya.com/en/glossary/semantic-layer 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Semantic%20Layer&category=veri-muhendisligi-ve-ai-altyapisi A layer that abstracts business metrics, definitions, and query logic consistently above technical data structures. Semantic Layer https://sukruyusufkaya.com/glossary/slowly-changing-dimension 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Yava%C5%9F%20De%C4%9Fi%C5%9Fen%20Boyut&category=veri-muhendisligi-ve-ai-altyapisi Boyut tablolarındaki zaman içinde değişen niteliklerin tarihsel olarak nasıl korunacağını tanımlayan veri ambarı yaklaşımı. Yavaş Değişen Boyut https://sukruyusufkaya.com/en/glossary/slowly-changing-dimension 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Slowly%20Changing%20Dimension&category=veri-muhendisligi-ve-ai-altyapisi A warehouse approach that defines how changing dimension attributes should be preserved historically over time. Slowly Changing Dimension https://sukruyusufkaya.com/glossary/star-schema 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Y%C4%B1ld%C4%B1z%20%C5%9Eema&category=veri-muhendisligi-ve-ai-altyapisi Merkezde olgu tablosu, çevresinde boyut tabloları bulunan klasik analitik veri ambarı tasarımı. Yıldız Şema https://sukruyusufkaya.com/en/glossary/star-schema 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Star%20Schema&category=veri-muhendisligi-ve-ai-altyapisi A classic analytical warehouse design with a central fact table surrounded by dimension tables. Star Schema https://sukruyusufkaya.com/glossary/dimensional-modeling 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Boyutsal%20Modelleme&category=veri-muhendisligi-ve-ai-altyapisi Analitik sorgular için veri yapılarını olgular ve boyutlar etrafında düzenleyen modelleme yaklaşımı. Boyutsal Modelleme https://sukruyusufkaya.com/en/glossary/dimensional-modeling 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Dimensional%20Modeling&category=veri-muhendisligi-ve-ai-altyapisi A modeling approach that organizes analytical data structures around facts and dimensions. Dimensional Modeling https://sukruyusufkaya.com/glossary/data-warehouse 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20Ambar%C4%B1&category=veri-muhendisligi-ve-ai-altyapisi Raporlama, analitik ve karar destek için yapılandırılmış, bütünleşik ve sorgu odaklı veri depolama ortamı. Veri Ambarı https://sukruyusufkaya.com/en/glossary/data-warehouse 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Warehouse&category=veri-muhendisligi-ve-ai-altyapisi A structured, integrated, query-optimized data storage environment built for reporting, analytics, and decision support. Data Warehouse https://sukruyusufkaya.com/glossary/open-table-format 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=A%C3%A7%C4%B1k%20Tablo%20Format%C4%B1&category=veri-muhendisligi-ve-ai-altyapisi Büyük ölçekli veri gölü tablolarında sürümleme, transaction ve metadata yönetimini destekleyen açık standart tablo yapısı. Açık Tablo Formatı https://sukruyusufkaya.com/en/glossary/open-table-format 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Open%20Table%20Format&category=veri-muhendisligi-ve-ai-altyapisi An open-standard table structure that supports versioning, transactions, and metadata management for large-scale data lake tables. Open Table Format https://sukruyusufkaya.com/glossary/medallion-architecture 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Medallion%20Mimarisi&category=veri-muhendisligi-ve-ai-altyapisi Ham veriden güvenilir analitik veriye ilerleyen katmanlı veri işleme modeli. Medallion Mimarisi https://sukruyusufkaya.com/en/glossary/medallion-architecture 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Medallion%20Architecture&category=veri-muhendisligi-ve-ai-altyapisi A layered data-processing model that progresses from raw data toward reliable analytical data. Medallion Architecture https://sukruyusufkaya.com/glossary/schema-on-read 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Schema-on-Read&category=veri-muhendisligi-ve-ai-altyapisi Veri yazılırken değil, okunurken şema uygulanmasını esas alan esnek veri işleme yaklaşımı. Schema-on-Read https://sukruyusufkaya.com/en/glossary/schema-on-read 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Schema-on-Read&category=veri-muhendisligi-ve-ai-altyapisi A flexible data-processing approach in which schema is applied when data is read rather than when it is written. Schema-on-Read https://sukruyusufkaya.com/glossary/lakehouse 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Lakehouse&category=veri-muhendisligi-ve-ai-altyapisi Veri gölünün esnekliğini veri ambarının yönetilebilirliği ve performans özellikleriyle birleştiren modern mimari yaklaşım. Lakehouse https://sukruyusufkaya.com/en/glossary/lakehouse 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Lakehouse&category=veri-muhendisligi-ve-ai-altyapisi A modern architectural approach that combines the flexibility of data lakes with the manageability and performance characteristics of warehouses. Lakehouse https://sukruyusufkaya.com/glossary/data-lake 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20G%C3%B6l%C3%BC&category=veri-muhendisligi-ve-ai-altyapisi Yapılandırılmış ve yapılandırılmamış verilerin ham veya düşük işlenmiş halde ölçeklenebilir biçimde saklandığı depolama katmanı. Veri Gölü https://sukruyusufkaya.com/en/glossary/data-lake 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Lake&category=veri-muhendisligi-ve-ai-altyapisi A storage layer where structured and unstructured data is kept in raw or lightly processed form at scale. Data Lake https://sukruyusufkaya.com/glossary/dependency-management 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ba%C4%9F%C4%B1ml%C4%B1l%C4%B1k%20Y%C3%B6netimi&category=veri-muhendisligi-ve-ai-altyapisi Bir veri akışındaki görevlerin, veri setlerinin ve işlem sıralarının birbirine bağlılığını kontrollü biçimde yönetme süreci. Bağımlılık Yönetimi https://sukruyusufkaya.com/en/glossary/dependency-management 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Dependency%20Management&category=veri-muhendisligi-ve-ai-altyapisi The process of managing the dependencies among tasks, datasets, and execution orders within a data workflow. Dependency Management https://sukruyusufkaya.com/glossary/idempotency 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C4%B0dempotensi&category=veri-muhendisligi-ve-ai-altyapisi Aynı işlemin birden fazla kez çalıştırılmasına rağmen tutarlı ve tekrar etmeyen sonuç üretme özelliği. İdempotensi https://sukruyusufkaya.com/en/glossary/idempotency 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Idempotency&category=veri-muhendisligi-ve-ai-altyapisi The property of producing a stable, non-duplicated result even when the same operation is run multiple times. Idempotency https://sukruyusufkaya.com/glossary/dag 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=DAG&category=veri-muhendisligi-ve-ai-altyapisi Veri işleme görevlerini yönlü ve döngüsüz bağımlılık grafiği olarak modelleyen temel orkestrasyon yapısı. DAG https://sukruyusufkaya.com/en/glossary/dag 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=DAG&category=veri-muhendisligi-ve-ai-altyapisi A core orchestration structure that models data processing tasks as a directed acyclic dependency graph. DAG https://sukruyusufkaya.com/glossary/workflow-orchestration 2026-05-25T16:28:39.253Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C4%B0%C5%9F%20Ak%C4%B1%C5%9F%C4%B1%20Orkestrasyonu&category=veri-muhendisligi-ve-ai-altyapisi Birden fazla veri işleme adımının bağımlılık, sıra ve zamanlama kurallarıyla merkezi biçimde yönetilmesi yaklaşımı. İş Akışı Orkestrasyonu https://sukruyusufkaya.com/en/glossary/workflow-orchestration 2026-05-25T16:28:39.253Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Workflow%20Orchestration&category=veri-muhendisligi-ve-ai-altyapisi An approach for centrally managing multiple data processing steps through dependency, sequencing, and scheduling rules. Workflow Orchestration https://sukruyusufkaya.com/glossary/data-pipeline 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20Boru%20Hatt%C4%B1&category=veri-muhendisligi-ve-ai-altyapisi Verinin bir kaynaktan alınıp işlenerek farklı hedef sistemlere güvenilir biçimde taşınmasını sağlayan işlem zinciri. Veri Boru Hattı https://sukruyusufkaya.com/en/glossary/data-pipeline 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Pipeline&category=veri-muhendisligi-ve-ai-altyapisi A processing chain that reliably moves data from a source, through transformations, into one or more target systems. Data Pipeline https://sukruyusufkaya.com/glossary/pushdown-transformation 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Pushdown%20Transformation&category=veri-muhendisligi-ve-ai-altyapisi Dönüşüm işlemlerinin ayrı bir katmanda değil, verinin bulunduğu motor veya platform üzerinde çalıştırılması yaklaşımı. Pushdown Transformation https://sukruyusufkaya.com/en/glossary/pushdown-transformation 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Pushdown%20Transformation&category=veri-muhendisligi-ve-ai-altyapisi An approach in which transformations are executed inside the engine or platform where the data already resides rather than in a separate layer. Pushdown Transformation https://sukruyusufkaya.com/glossary/staging-area 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Staging%20Area&category=veri-muhendisligi-ve-ai-altyapisi Kaynak verilerin nihai dönüşüm öncesinde geçici olarak tutulduğu ara veri hazırlık katmanı. Staging Area https://sukruyusufkaya.com/en/glossary/staging-area 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Staging%20Area&category=veri-muhendisligi-ve-ai-altyapisi An intermediate preparation layer where source data is temporarily held before final transformation. Staging Area https://sukruyusufkaya.com/glossary/reverse-etl 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Reverse%20ETL&category=veri-muhendisligi-ve-ai-altyapisi Analitik platformlarda hazırlanmış verinin tekrar operasyonel sistemlere geri taşınmasını sağlayan entegrasyon yaklaşımı. Reverse ETL https://sukruyusufkaya.com/en/glossary/reverse-etl 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Reverse%20ETL&category=veri-muhendisligi-ve-ai-altyapisi An integration approach that moves curated data from analytics platforms back into operational systems. Reverse ETL https://sukruyusufkaya.com/glossary/elt 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=ELT&category=veri-muhendisligi-ve-ai-altyapisi Verinin önce hedef platforma yüklendiği, dönüşümlerin ise depolama veya hesaplama katmanında sonradan yapıldığı modern yaklaşım. ELT https://sukruyusufkaya.com/en/glossary/elt 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=ELT&category=veri-muhendisligi-ve-ai-altyapisi A modern approach in which data is loaded into the target platform first, and transformations are performed later inside the storage or compute layer. ELT https://sukruyusufkaya.com/glossary/etl 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=ETL&category=veri-muhendisligi-ve-ai-altyapisi Verinin kaynak sistemlerden çekilip dönüştürüldükten sonra hedef analitik ortama yüklendiği klasik veri entegrasyon yaklaşımı. ETL https://sukruyusufkaya.com/en/glossary/etl 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=ETL&category=veri-muhendisligi-ve-ai-altyapisi A classic data integration approach in which data is extracted from source systems, transformed, and then loaded into a target analytical environment. ETL https://sukruyusufkaya.com/glossary/imbalance-aware-calibration 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Dengesizlik%20Duyarl%C4%B1%20Kalibrasyon&category=veri-bilimi-ve-veri-yonetimi Dengesiz sınıf yapısında model olasılıklarının gerçek risk seviyelerini daha doğru yansıtmasını sağlama yaklaşımı. Dengesizlik Duyarlı Kalibrasyon https://sukruyusufkaya.com/en/glossary/imbalance-aware-calibration 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Imbalance-Aware%20Calibration&category=veri-bilimi-ve-veri-yonetimi An approach that helps model probabilities reflect true risk levels more accurately under class imbalance. Imbalance-Aware Calibration https://sukruyusufkaya.com/glossary/balanced-batch-sampling 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Dengeli%20Batch%20%C3%96rnekleme&category=veri-bilimi-ve-veri-yonetimi Eğitim sırasında her batch içinde sınıf dağılımını daha kontrollü tutarak öğrenmeyi dengeleyen örnekleme stratejisi. Dengeli Batch Örnekleme https://sukruyusufkaya.com/en/glossary/balanced-batch-sampling 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Balanced%20Batch%20Sampling&category=veri-bilimi-ve-veri-yonetimi A sampling strategy that balances learning by maintaining a more controlled class distribution within each training batch. Balanced Batch Sampling https://sukruyusufkaya.com/glossary/rare-event-modeling 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Nadir%20Olay%20Modelleme&category=veri-bilimi-ve-veri-yonetimi Az sayıda gözlenen ama yüksek etkili olayları modellemek için özel stratejiler gerektiren yaklaşım. Nadir Olay Modelleme https://sukruyusufkaya.com/en/glossary/rare-event-modeling 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Rare%20Event%20Modeling&category=veri-bilimi-ve-veri-yonetimi An approach that requires specialized strategies to model low-frequency but high-impact events. Rare Event Modeling https://sukruyusufkaya.com/glossary/one-class-classification 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Tek%20S%C4%B1n%C4%B1f%20S%C4%B1n%C4%B1fland%C4%B1rma&category=veri-bilimi-ve-veri-yonetimi Azınlık sınıfın çok nadir olduğu durumlarda normal örüntüyü öğrenip sapmaları anormal kabul eden modelleme yaklaşımı. Tek Sınıf Sınıflandırma https://sukruyusufkaya.com/en/glossary/one-class-classification 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=One-Class%20Classification&category=veri-bilimi-ve-veri-yonetimi A modeling approach that learns the normal pattern and treats deviations as anomalous when the minority class is extremely rare. One-Class Classification https://sukruyusufkaya.com/glossary/threshold-moving 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=E%C5%9Fik%20Kayd%C4%B1rma&category=veri-bilimi-ve-veri-yonetimi Dengesiz sınıflarda sınıf tahmin eşiğini iş hedefi ve hata maliyetine göre ayarlama yaklaşımı. Eşik Kaydırma https://sukruyusufkaya.com/en/glossary/threshold-moving 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Threshold%20Moving&category=veri-bilimi-ve-veri-yonetimi An approach that adjusts the classification threshold according to business goals and error costs in imbalanced settings. Threshold Moving https://sukruyusufkaya.com/glossary/sentetik-veri-sizintisi 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Sentetik%20Veri%20S%C4%B1z%C4%B1nt%C4%B1s%C4%B1&category=veri-bilimi-ve-veri-yonetimi Sentetik verinin gerçek veriden aşırı iz taşıması nedeniyle mahremiyet veya üyelik bilgisini sızdırma riski. Sentetik Veri Sızıntısı https://sukruyusufkaya.com/en/glossary/sentetik-veri-sizintisi 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Synthetic%20Data%20Leakage&category=veri-bilimi-ve-veri-yonetimi A risk in which synthetic data leaks membership or privacy-sensitive information because it preserves too much trace of the real data. Synthetic Data Leakage https://sukruyusufkaya.com/glossary/domain-randomization 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Domain%20Randomization&category=veri-bilimi-ve-veri-yonetimi Sentetik veri üretiminde çevresel değişkenleri çeşitlendirerek modelin gerçek dünyaya daha dayanıklı hale getirilmesi yaklaşımı. Domain Randomization https://sukruyusufkaya.com/en/glossary/domain-randomization 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Domain%20Randomization&category=veri-bilimi-ve-veri-yonetimi An approach that varies environmental factors in synthetic data generation to make models more robust to the real world. Domain Randomization https://sukruyusufkaya.com/glossary/mode-collapse 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Mode%20Collapse&category=veri-bilimi-ve-veri-yonetimi Sentetik veri üreten modelin dağılımdaki çeşitliliği kaybedip sınırlı türde örnekler üretmesi problemi. Mode Collapse https://sukruyusufkaya.com/en/glossary/mode-collapse 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Mode%20Collapse&category=veri-bilimi-ve-veri-yonetimi A problem in synthetic data generation where the model loses distributional diversity and produces only limited types of samples. Mode Collapse https://sukruyusufkaya.com/glossary/diffusion-tabanli-sentetik-veri 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Diffusion%20Tabanl%C4%B1%20Sentetik%20Veri&category=veri-bilimi-ve-veri-yonetimi Gürültü ekleme ve geri örnekleme mantığıyla veri dağılımını yeniden inşa eden modern sentetik veri üretim yaklaşımı. Diffusion Tabanlı Sentetik Veri https://sukruyusufkaya.com/en/glossary/diffusion-tabanli-sentetik-veri 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Diffusion-Based%20Synthetic%20Data&category=veri-bilimi-ve-veri-yonetimi A modern synthetic data generation approach that reconstructs data distributions through noise injection and reverse sampling. Diffusion-Based Synthetic Data https://sukruyusufkaya.com/glossary/gan-tabanli-sentetik-veri 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=GAN%20Tabanl%C4%B1%20Sentetik%20Veri&category=veri-bilimi-ve-veri-yonetimi Üretici-karşıt ağlar kullanılarak gerçek dağılıma benzer yeni veri örnekleri üretilmesine dayanan sentetik veri yaklaşımı. GAN Tabanlı Sentetik Veri https://sukruyusufkaya.com/en/glossary/gan-tabanli-sentetik-veri 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=GAN-Based%20Synthetic%20Data&category=veri-bilimi-ve-veri-yonetimi A synthetic data approach based on generating new data samples similar to the real distribution using generative adversarial networks. GAN-Based Synthetic Data https://sukruyusufkaya.com/glossary/yeniden-tanimlama-riski 2026-05-25T16:18:50.146Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Yeniden%20Tan%C4%B1mlama%20Riski&category=veri-bilimi-ve-veri-yonetimi Anonim veya sınırlı veri setlerinden bireylerin tekrar tanımlanabilme ihtimalini ifade eden gizlilik riski. Yeniden Tanımlama Riski https://sukruyusufkaya.com/en/glossary/yeniden-tanimlama-riski 2026-05-25T16:18:50.146Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Re-identification%20Risk&category=veri-bilimi-ve-veri-yonetimi A privacy risk describing the possibility of identifying individuals again from anonymized or restricted datasets. Re-identification Risk https://sukruyusufkaya.com/glossary/privacy-budget 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Gizlilik%20B%C3%BCt%C3%A7esi&category=veri-bilimi-ve-veri-yonetimi Diferansiyel gizlilik uygulamalarında ne kadar gizlilik kaybına izin verileceğini nicel olarak yöneten kavram. Gizlilik Bütçesi https://sukruyusufkaya.com/en/glossary/privacy-budget 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Privacy%20Budget&category=veri-bilimi-ve-veri-yonetimi A concept that quantitatively governs how much privacy loss is allowed in differential privacy applications. Privacy Budget https://sukruyusufkaya.com/glossary/t-yakinligi 2026-05-25T17:21:24.657Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=t-Yak%C4%B1nl%C4%B1%C4%9F%C4%B1&category=veri-bilimi-ve-veri-yonetimi Anonim gruplardaki hassas veri dağılımlarının genel veri kümesine yeterince yakın kalmasını hedefleyen model. t-Yakınlığı https://sukruyusufkaya.com/en/glossary/t-yakinligi 2026-05-25T17:21:24.657Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=t-Closeness&category=veri-bilimi-ve-veri-yonetimi A model that requires sensitive-value distributions within anonymized groups to remain close to the overall dataset distribution. t-Closeness https://sukruyusufkaya.com/glossary/l-cesitlilik 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=l-%C3%87e%C5%9Fitlilik&category=veri-bilimi-ve-veri-yonetimi Anonimleştirilmiş gruplarda hassas alanların yeterli çeşitlilik taşımasını zorunlu kılan gizlilik modeli. l-Çeşitlilik https://sukruyusufkaya.com/en/glossary/l-cesitlilik 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=l-Diversity&category=veri-bilimi-ve-veri-yonetimi A privacy model that requires sufficient diversity of sensitive values within anonymized groups. l-Diversity https://sukruyusufkaya.com/glossary/k-anonimlik 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=k-Anonimlik&category=veri-bilimi-ve-veri-yonetimi Her bireyin en az k kişiyle ayırt edilemez olmasını hedefleyen gizlilik koruma modeli. k-Anonimlik https://sukruyusufkaya.com/en/glossary/k-anonimlik 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=k-Anonymity&category=veri-bilimi-ve-veri-yonetimi A privacy protection model that aims to make each individual indistinguishable from at least k others. k-Anonymity https://sukruyusufkaya.com/glossary/policy-as-code 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kod%20Olarak%20Politika&category=veri-bilimi-ve-veri-yonetimi Veri erişim, kullanım ve güvenlik politikalarının manuel süreçler yerine kodla tanımlanıp uygulanması yaklaşımı. Kod Olarak Politika https://sukruyusufkaya.com/en/glossary/policy-as-code 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Policy%20as%20Code&category=veri-bilimi-ve-veri-yonetimi An approach in which data access, usage, and security policies are defined and enforced through code instead of manual processes. Policy as Code https://sukruyusufkaya.com/glossary/retention-policy 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Saklama%20Politikas%C4%B1&category=veri-bilimi-ve-veri-yonetimi Verinin ne kadar süre tutulacağını, ne zaman arşivleneceğini veya silineceğini tanımlayan yönetişim ilkesi. Saklama Politikası https://sukruyusufkaya.com/en/glossary/retention-policy 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Retention%20Policy&category=veri-bilimi-ve-veri-yonetimi A governance policy that defines how long data is retained, and when it should be archived or deleted. Retention Policy https://sukruyusufkaya.com/glossary/reference-data-management 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Referans%20Veri%20Y%C3%B6netimi&category=veri-bilimi-ve-veri-yonetimi Kod listeleri, sınıflar ve ortak sözlükler gibi kontrollü veri kümelerinin merkezi ve tutarlı yönetimi. Referans Veri Yönetimi https://sukruyusufkaya.com/en/glossary/reference-data-management 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Reference%20Data%20Management&category=veri-bilimi-ve-veri-yonetimi The centralized and consistent management of controlled data sets such as code lists, classes, and shared dictionaries. Reference Data Management https://sukruyusufkaya.com/glossary/data-catalog 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20Katalo%C4%9Fu&category=veri-bilimi-ve-veri-yonetimi Kurumsal veri varlıklarının tanım, sahiplik, kullanım ve keşif bilgisini merkezi biçimde sunan katalog yapısı. Veri Kataloğu https://sukruyusufkaya.com/en/glossary/data-catalog 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Catalog&category=veri-bilimi-ve-veri-yonetimi A centralized catalog structure that presents definitions, ownership, usage, and discovery information for enterprise data assets. Data Catalog https://sukruyusufkaya.com/glossary/data-stewardship 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20Stewardship&category=veri-bilimi-ve-veri-yonetimi Belirli veri alanlarının tanım, kalite ve kullanım disiplininin operasyonel olarak sahiplenilmesi yaklaşımı. Veri Stewardship https://sukruyusufkaya.com/en/glossary/data-stewardship 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Stewardship&category=veri-bilimi-ve-veri-yonetimi An operational approach in which specific data domains are actively stewarded for definition, quality, and appropriate use. Data Stewardship https://sukruyusufkaya.com/glossary/reconciliation-control 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Mutabakat%20Kontrol%C3%BC&category=veri-bilimi-ve-veri-yonetimi Farklı veri sistemleri veya katmanları arasında kayıt, toplam ve iş mantığı uyumunu doğrulama süreci. Mutabakat Kontrolü https://sukruyusufkaya.com/en/glossary/reconciliation-control 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Reconciliation%20Control&category=veri-bilimi-ve-veri-yonetimi The process of verifying alignment of records, totals, and business logic across different data systems or layers. Reconciliation Control https://sukruyusufkaya.com/glossary/data-contracts 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20S%C3%B6zle%C5%9Fmeleri&category=veri-bilimi-ve-veri-yonetimi Veri üreten ve tüketen taraflar arasında şema, kalite ve teslim beklentilerini açıkça tanımlayan anlaşma yaklaşımı. Veri Sözleşmeleri https://sukruyusufkaya.com/en/glossary/data-contracts 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Contracts&category=veri-bilimi-ve-veri-yonetimi An agreement approach that explicitly defines schema, quality, and delivery expectations between data producers and consumers. Data Contracts https://sukruyusufkaya.com/glossary/schema-drift 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C5%9Eema%20Kaymas%C4%B1&category=veri-bilimi-ve-veri-yonetimi Veri yapısının zaman içinde değişmesi nedeniyle mevcut işleme ve analiz süreçlerinin bozulması riski. Şema Kayması https://sukruyusufkaya.com/en/glossary/schema-drift 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Schema%20Drift&category=veri-bilimi-ve-veri-yonetimi The risk that changes in data structure over time will break existing processing and analytics workflows. Schema Drift https://sukruyusufkaya.com/glossary/data-observability 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20G%C3%B6zlemlenebilirli%C4%9Fi&category=veri-bilimi-ve-veri-yonetimi Veri hatalarını, anormallikleri ve sessiz kalite bozulmalarını erken fark etmeyi amaçlayan izleme yaklaşımı. Veri Gözlemlenebilirliği https://sukruyusufkaya.com/en/glossary/data-observability 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Observability&category=veri-bilimi-ve-veri-yonetimi A monitoring approach that aims to detect data issues, anomalies, and silent quality degradation early. Data Observability https://sukruyusufkaya.com/glossary/data-profiling 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20Profilleme&category=veri-bilimi-ve-veri-yonetimi Bir veri kümesinin içerik, dağılım, boşluk, benzersizlik ve kural ihlali yapısını sistematik olarak inceleme süreci. Veri Profilleme https://sukruyusufkaya.com/en/glossary/data-profiling 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Profiling&category=veri-bilimi-ve-veri-yonetimi The process of systematically examining a dataset’s content, distribution, missingness, uniqueness, and rule violations. Data Profiling https://sukruyusufkaya.com/glossary/adjudication-workflow 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Hakemli%20Etiketleme%20Ak%C4%B1%C5%9F%C4%B1&category=veri-bilimi-ve-veri-yonetimi Çelişkili veya belirsiz etiketlerin üst düzey inceleme ile çözüldüğü kalite güvence süreci. Hakemli Etiketleme Akışı https://sukruyusufkaya.com/en/glossary/adjudication-workflow 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Adjudication%20Workflow&category=veri-bilimi-ve-veri-yonetimi A quality assurance workflow in which conflicting or ambiguous labels are resolved through higher-level review. Adjudication Workflow https://sukruyusufkaya.com/glossary/etiket-ontolojisi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Etiket%20Ontolojisi&category=veri-bilimi-ve-veri-yonetimi Etiketlerin hiyerarşik, ilişkisel ve kavramsal yapısını tanımlayan sınıflandırma çerçevesi. Etiket Ontolojisi https://sukruyusufkaya.com/en/glossary/etiket-ontolojisi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Label%20Ontology&category=veri-bilimi-ve-veri-yonetimi A classification framework that defines the hierarchical, relational, and conceptual structure of labels. Label Ontology https://sukruyusufkaya.com/glossary/active-labeling 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Aktif%20Etiketleme&category=veri-bilimi-ve-veri-yonetimi Modelin en faydalı veya en belirsiz örnekleri seçerek etiketleme maliyetini optimize etmeyi amaçlayan yaklaşım. Aktif Etiketleme https://sukruyusufkaya.com/en/glossary/active-labeling 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Active%20Labeling&category=veri-bilimi-ve-veri-yonetimi An approach that aims to optimize labeling cost by selecting the most useful or uncertain examples for annotation. Active Labeling https://sukruyusufkaya.com/glossary/programmatic-labeling 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Programatik%20Etiketleme&category=veri-bilimi-ve-veri-yonetimi Etiketlerin manuel tek tek giriş yerine kod, kural veya fonksiyonlar aracılığıyla otomatik üretilmesi yaklaşımı. Programatik Etiketleme https://sukruyusufkaya.com/en/glossary/programmatic-labeling 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Programmatic%20Labeling&category=veri-bilimi-ve-veri-yonetimi An approach in which labels are generated automatically through code, rules, or functions rather than manual entry. Programmatic Labeling https://sukruyusufkaya.com/glossary/weak-supervision 2026-05-25T16:39:41.550Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Weak%20Supervision&category=veri-bilimi-ve-veri-yonetimi Tam manuel etiketleme yerine kurallar, heuristikler veya zayıf kaynaklar üzerinden yaklaşık etiket üretme yaklaşımı. Weak Supervision https://sukruyusufkaya.com/en/glossary/weak-supervision 2026-05-25T16:39:41.550Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Weak%20Supervision&category=veri-bilimi-ve-veri-yonetimi An approach that generates approximate labels through rules, heuristics, or weak sources instead of full manual labeling. Weak Supervision https://sukruyusufkaya.com/glossary/leakage-aware-feature-engineering 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=S%C4%B1z%C4%B1nt%C4%B1%20Duyarl%C4%B1%20%C3%96zellik%20M%C3%BChendisli%C4%9Fi&category=veri-bilimi-ve-veri-yonetimi Özellik üretimini zaman, hedef ve operasyonel kullanım sınırlarını koruyacak şekilde tasarlama yaklaşımı. Sızıntı Duyarlı Özellik Mühendisliği https://sukruyusufkaya.com/en/glossary/leakage-aware-feature-engineering 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Leakage-Aware%20Feature%20Engineering&category=veri-bilimi-ve-veri-yonetimi An approach to feature creation that preserves time, target, and operational usage boundaries to avoid leakage. Leakage-Aware Feature Engineering https://sukruyusufkaya.com/glossary/monotonic-binning 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Monotonik%20Binning&category=veri-bilimi-ve-veri-yonetimi Sürekli değişkenleri hedefle düzenli yönlü ilişki koruyacak şekilde aralıklara ayıran özellik dönüştürme tekniği. Monotonik Binning https://sukruyusufkaya.com/en/glossary/monotonic-binning 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Monotonic%20Binning&category=veri-bilimi-ve-veri-yonetimi A feature transformation technique that bins continuous variables while preserving a monotonic relationship with the target. Monotonic Binning https://sukruyusufkaya.com/glossary/rolling-window-features 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kayan%20Pencere%20%C3%96zellikleri&category=veri-bilimi-ve-veri-yonetimi Belirli bir zaman penceresindeki geçmiş gözlemleri özetleyerek zaman bağımlı sinyaller üreten özellik yapısı. Kayan Pencere Özellikleri https://sukruyusufkaya.com/en/glossary/rolling-window-features 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Rolling%20Window%20Features&category=veri-bilimi-ve-veri-yonetimi A feature structure that summarizes past observations within a defined window to generate time-dependent signals. Rolling Window Features https://sukruyusufkaya.com/glossary/feature-hashing 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Feature%20Hashing&category=veri-bilimi-ve-veri-yonetimi Özellikleri sabit boyutlu bir uzaya hash fonksiyonlarıyla taşıyarak ölçeklenebilir temsil sağlayan yöntem. Feature Hashing https://sukruyusufkaya.com/en/glossary/feature-hashing 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Feature%20Hashing&category=veri-bilimi-ve-veri-yonetimi A method that maps features into a fixed-dimensional space using hash functions to provide scalable representation. Feature Hashing https://sukruyusufkaya.com/glossary/target-encoding 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Target%20Encoding&category=veri-bilimi-ve-veri-yonetimi Kategorik sınıfları hedef değişkenle ilişkili özet istatistikler üzerinden sayısal temsillere dönüştüren gelişmiş özellik mühendisliği tekniği. Target Encoding https://sukruyusufkaya.com/en/glossary/target-encoding 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Target%20Encoding&category=veri-bilimi-ve-veri-yonetimi An advanced feature engineering technique that converts categorical levels into numerical representations using target-related summary statistics. Target Encoding https://sukruyusufkaya.com/glossary/quantile-donusumu 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Quantile%20D%C3%B6n%C3%BC%C5%9F%C3%BCm%C3%BC&category=veri-bilimi-ve-veri-yonetimi Veri dağılımını sıralama tabanlı biçimde yeniden şekillendirerek daha düzenli veya hedef bir dağılıma yaklaştıran dönüşüm. Quantile Dönüşümü https://sukruyusufkaya.com/en/glossary/quantile-donusumu 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Quantile%20Transformation&category=veri-bilimi-ve-veri-yonetimi A transformation that reshapes data through rank-based mapping to make it more regular or closer to a target distribution. Quantile Transformation https://sukruyusufkaya.com/glossary/winsorization 2026-05-25T16:32:44.048Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Winsorization&category=veri-bilimi-ve-veri-yonetimi Aşırı uç değerlerin tamamen silinmesi yerine belirli eşiklerde sınırlandırılması yaklaşımı. Winsorization https://sukruyusufkaya.com/en/glossary/winsorization 2026-05-25T16:32:44.048Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Winsorization&category=veri-bilimi-ve-veri-yonetimi An approach that caps extreme values at defined thresholds instead of removing them entirely. Winsorization https://sukruyusufkaya.com/glossary/train-serve-skew 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Train-Serve%20Skew&category=veri-bilimi-ve-veri-yonetimi Modelin eğitimde gördüğü veri ile üretim anında karşılaştığı veri arasında oluşan dönüşüm veya içerik farkı. Train-Serve Skew https://sukruyusufkaya.com/en/glossary/train-serve-skew 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Train-Serve%20Skew&category=veri-bilimi-ve-veri-yonetimi A mismatch between the data seen during training and the data encountered in production at serving time. Train-Serve Skew https://sukruyusufkaya.com/glossary/zaman-bazli-bolme 2026-05-25T16:13:16.098Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Zaman%20Bazl%C4%B1%20B%C3%B6lme&category=veri-bilimi-ve-veri-yonetimi Zaman bağımlı verilerde eğitim ve değerlendirme kümelerinin kronolojik sıraya göre ayrılması yaklaşımı. Zaman Bazlı Bölme https://sukruyusufkaya.com/en/glossary/zaman-bazli-bolme 2026-05-25T16:13:16.098Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Time-Based%20Split&category=veri-bilimi-ve-veri-yonetimi An approach in which training and evaluation sets are split chronologically for time-dependent data. Time-Based Split https://sukruyusufkaya.com/glossary/veri-sizintisi-onleme 2026-05-25T17:07:30.334Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20S%C4%B1z%C4%B1nt%C4%B1s%C4%B1%20%C3%96nleme&category=veri-bilimi-ve-veri-yonetimi Model eğitimi sırasında gerçek kullanım anında bulunmayacak bilginin öğrenmeye sızmasını engelleyen ön işleme disiplini. Veri Sızıntısı Önleme https://sukruyusufkaya.com/en/glossary/veri-sizintisi-onleme 2026-05-25T17:07:30.334Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Leakage%20Prevention&category=veri-bilimi-ve-veri-yonetimi A preprocessing discipline that prevents information unavailable at real usage time from leaking into model training. Leakage Prevention https://sukruyusufkaya.com/glossary/kural-tabanli-veri-temizleme 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kural%20Tabanl%C4%B1%20Veri%20Temizleme&category=veri-bilimi-ve-veri-yonetimi Veri kalitesini iyileştirmek için açık iş kuralları ve doğrulama koşulları üzerinden çalışan temizlik yaklaşımı. Kural Tabanlı Veri Temizleme https://sukruyusufkaya.com/en/glossary/kural-tabanli-veri-temizleme 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Rule-Based%20Data%20Cleansing&category=veri-bilimi-ve-veri-yonetimi A cleansing approach that improves data quality through explicit business rules and validation conditions. Rule-Based Data Cleansing https://sukruyusufkaya.com/glossary/canonicalization 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kanonikle%C5%9Ftirme&category=veri-bilimi-ve-veri-yonetimi Aynı bilgiyi taşıyan farklı veri gösterimlerinin tek ve standart bir biçime dönüştürülmesi işlemi. Kanonikleştirme https://sukruyusufkaya.com/en/glossary/canonicalization 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Canonicalization&category=veri-bilimi-ve-veri-yonetimi The process of converting different representations of the same information into one standard canonical form. Canonicalization https://sukruyusufkaya.com/glossary/fuzzy-matching 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Bulan%C4%B1k%20E%C5%9Fle%C5%9Ftirme&category=veri-bilimi-ve-veri-yonetimi Tam eşleşme yerine benzerlik temelli kurallarla yakın kayıtları bulmayı amaçlayan eşleştirme yaklaşımı. Bulanık Eşleştirme https://sukruyusufkaya.com/en/glossary/fuzzy-matching 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Fuzzy%20Matching&category=veri-bilimi-ve-veri-yonetimi A matching approach that uses similarity-based rules to find near-matching records instead of exact matches. Fuzzy Matching https://sukruyusufkaya.com/glossary/record-linkage 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kay%C4%B1t%20Ba%C4%9Flama&category=veri-bilimi-ve-veri-yonetimi Aynı kişiye, kuruma veya olaya ait kayıtların farklı veri kaynakları arasında ilişkilendirilmesi süreci. Kayıt Bağlama https://sukruyusufkaya.com/en/glossary/record-linkage 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Record%20Linkage&category=veri-bilimi-ve-veri-yonetimi The process of linking records belonging to the same person, organization, or event across multiple data sources. Record Linkage https://sukruyusufkaya.com/glossary/entity-resolution 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Entity%20Resolution&category=veri-bilimi-ve-veri-yonetimi Farklı kayıtların gerçekte aynı varlığı temsil edip etmediğini belirlemeye yönelik eşleştirme ve birleştirme süreci. Entity Resolution https://sukruyusufkaya.com/en/glossary/entity-resolution 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Entity%20Resolution&category=veri-bilimi-ve-veri-yonetimi The process of determining whether different records actually refer to the same real-world entity. Entity Resolution https://sukruyusufkaya.com/glossary/veri-toplama-sla 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20Toplama%20SLA's%C4%B1&category=veri-bilimi-ve-veri-yonetimi Veri akışlarının zamanlılık, eksiksizlik ve erişilebilirlik standartlarını tanımlayan operasyonel hizmet seviyesi çerçevesi. Veri Toplama SLA'sı https://sukruyusufkaya.com/en/glossary/veri-toplama-sla 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Collection%20SLA&category=veri-bilimi-ve-veri-yonetimi An operational service-level framework that defines timeliness, completeness, and availability standards for data flows. Data Collection SLA https://sukruyusufkaya.com/glossary/pasif-veri-toplama 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Pasif%20Veri%20Toplama&category=veri-bilimi-ve-veri-yonetimi Kullanıcının doğrudan veri girmesi yerine davranış, sensör ve sistem izleri üzerinden veri elde edilmesi yaklaşımı. Pasif Veri Toplama https://sukruyusufkaya.com/en/glossary/pasif-veri-toplama 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Passive%20Data%20Collection&category=veri-bilimi-ve-veri-yonetimi An approach in which data is collected through behavior, sensor output, and system traces rather than direct user input. Passive Data Collection https://sukruyusufkaya.com/glossary/change-data-capture 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Change%20Data%20Capture&category=veri-bilimi-ve-veri-yonetimi Kaynak sistemlerdeki veri değişimlerini gerçek zamanlıya yakın biçimde izleyip aşağı akış sistemlere aktarma yaklaşımı. Change Data Capture https://sukruyusufkaya.com/en/glossary/change-data-capture 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Change%20Data%20Capture&category=veri-bilimi-ve-veri-yonetimi An approach for tracking data changes in source systems and propagating them to downstream systems in near real time. Change Data Capture https://sukruyusufkaya.com/glossary/ornekleme-cercevesi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96rnekleme%20%C3%87er%C3%A7evesi&category=veri-bilimi-ve-veri-yonetimi Hangi birimlerin örnekleme sürecine dahil edilebileceğini tanımlayan kaynak liste veya kapsama yapısı. Örnekleme Çerçevesi https://sukruyusufkaya.com/en/glossary/ornekleme-cercevesi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Sampling%20Frame&category=veri-bilimi-ve-veri-yonetimi The source list or coverage structure that defines which units can enter the sampling process. Sampling Frame https://sukruyusufkaya.com/glossary/instrumentasyon-tasarimi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Enstr%C3%BCmantasyon%20Tasar%C4%B1m%C4%B1&category=veri-bilimi-ve-veri-yonetimi Ürün, süreç veya sistem davranışlarını doğru ölçebilmek için hangi olayların ve alanların nasıl kaydedileceğini tanımlayan tasarım yaklaşımı. Enstrümantasyon Tasarımı https://sukruyusufkaya.com/en/glossary/instrumentasyon-tasarimi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Instrumentation%20Design&category=veri-bilimi-ve-veri-yonetimi A design approach that defines which events and fields should be recorded, and how, in order to measure product, process, or system behavior correctly. Instrumentation Design https://sukruyusufkaya.com/glossary/class-weighting 2026-05-25T13:55:53.735Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=S%C4%B1n%C4%B1f%20A%C4%9F%C4%B1rl%C4%B1kland%C4%B1rma&category=veri-bilimi-ve-veri-yonetimi Az temsil edilen sınıfların hata maliyetini artırarak modelin karar öğrenmesini yeniden dengeleyen yaklaşım. Sınıf Ağırlıklandırma https://sukruyusufkaya.com/en/glossary/class-weighting 2026-05-25T13:55:53.735Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Class%20Weighting&category=veri-bilimi-ve-veri-yonetimi An approach that rebalances model learning by increasing the error cost of underrepresented classes. Class Weighting https://sukruyusufkaya.com/glossary/smote 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=SMOTE&category=veri-bilimi-ve-veri-yonetimi Azınlık sınıfı için mevcut örnekler arasından yeni sentetik örnekler oluşturan yaygın dengelenme tekniği. SMOTE https://sukruyusufkaya.com/en/glossary/smote 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=SMOTE&category=veri-bilimi-ve-veri-yonetimi A widely used balancing technique that generates new synthetic examples for the minority class from existing ones. SMOTE https://sukruyusufkaya.com/glossary/undersampling 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Azalt%C4%B1lm%C4%B1%C5%9F%20%C3%96rnekleme&category=veri-bilimi-ve-veri-yonetimi Baskın sınıfın örnek sayısını azaltarak sınıf dağılımını daha dengeli hale getirme yaklaşımı. Azaltılmış Örnekleme https://sukruyusufkaya.com/en/glossary/undersampling 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Undersampling&category=veri-bilimi-ve-veri-yonetimi An approach that reduces the number of majority-class examples to produce a more balanced class distribution. Undersampling https://sukruyusufkaya.com/glossary/oversampling 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=A%C5%9F%C4%B1r%C4%B1%20%C3%96rnekleme&category=veri-bilimi-ve-veri-yonetimi Az temsil edilen sınıfı veri kümesinde daha görünür hale getirmek için örnek sayısını artırma yaklaşımı. Aşırı Örnekleme https://sukruyusufkaya.com/en/glossary/oversampling 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Oversampling&category=veri-bilimi-ve-veri-yonetimi An approach that increases the number of minority-class examples to make them more visible in the dataset. Oversampling https://sukruyusufkaya.com/glossary/sinif-dengesizligi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=S%C4%B1n%C4%B1f%20Dengesizli%C4%9Fi&category=veri-bilimi-ve-veri-yonetimi Bir veri kümesinde bazı sınıfların çok baskın, bazılarının ise çok az temsil edilmesi durumu. Sınıf Dengesizliği https://sukruyusufkaya.com/en/glossary/sinif-dengesizligi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Class%20Imbalance&category=veri-bilimi-ve-veri-yonetimi A condition in which some classes are heavily represented while others are represented only sparsely in a dataset. Class Imbalance https://sukruyusufkaya.com/glossary/gizlilik-korumali-sentetik-veri 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Gizlilik%20Korumal%C4%B1%20Sentetik%20Veri&category=veri-bilimi-ve-veri-yonetimi Gerçek bireyleri ifşa etmeden analitik değer üretmeyi hedefleyen sentetik veri üretim yaklaşımı. Gizlilik Korumalı Sentetik Veri https://sukruyusufkaya.com/en/glossary/gizlilik-korumali-sentetik-veri 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Privacy-Preserving%20Synthetic%20Data&category=veri-bilimi-ve-veri-yonetimi A synthetic data generation approach designed to create analytical value without exposing real individuals. Privacy-Preserving Synthetic Data https://sukruyusufkaya.com/glossary/sentetik-veri-fidelity 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Sentetik%20Veri%20Fidelity&category=veri-bilimi-ve-veri-yonetimi Sentetik verinin gerçek verinin istatistiksel, yapısal ve kullanım amaçlı özelliklerini ne kadar iyi koruduğunu gösteren nitelik. Sentetik Veri Fidelity https://sukruyusufkaya.com/en/glossary/sentetik-veri-fidelity 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Synthetic%20Data%20Fidelity&category=veri-bilimi-ve-veri-yonetimi A property indicating how well synthetic data preserves the statistical, structural, and use-case-relevant characteristics of real data. Synthetic Data Fidelity https://sukruyusufkaya.com/glossary/simulasyon-verisi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Sim%C3%BClasyon%20Verisi&category=veri-bilimi-ve-veri-yonetimi Gerçek sistemlerin davranışını matematiksel veya kurallı modeller üzerinden taklit ederek üretilen veri. Simülasyon Verisi https://sukruyusufkaya.com/en/glossary/simulasyon-verisi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Simulation%20Data&category=veri-bilimi-ve-veri-yonetimi Data generated by imitating the behavior of real systems through mathematical or rule-based models. Simulation Data https://sukruyusufkaya.com/glossary/veri-cogaltma 2026-05-25T17:15:55.262Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20%C3%87o%C4%9Faltma&category=veri-bilimi-ve-veri-yonetimi Mevcut verileri dönüştürerek eğitim kümesini genişletme ve model dayanıklılığını artırma yaklaşımı. Veri Çoğaltma https://sukruyusufkaya.com/en/glossary/veri-cogaltma 2026-05-25T17:15:55.262Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Augmentation&category=veri-bilimi-ve-veri-yonetimi An approach that expands the training set by transforming existing data to improve model robustness. Data Augmentation https://sukruyusufkaya.com/glossary/sentetik-veri 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Sentetik%20Veri&category=veri-bilimi-ve-veri-yonetimi Gerçek veri dağılımını taklit edecek biçimde yapay olarak üretilen ve analiz veya modelleme amacıyla kullanılan veri. Sentetik Veri https://sukruyusufkaya.com/en/glossary/sentetik-veri 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Synthetic%20Data&category=veri-bilimi-ve-veri-yonetimi Artificially generated data designed to imitate real data distributions for analysis or modeling purposes. Synthetic Data https://sukruyusufkaya.com/glossary/differential-privacy 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Diferansiyel%20Gizlilik&category=veri-bilimi-ve-veri-yonetimi Tek bir bireyin verisinin sonuçları anlamlı biçimde değiştirmesini sınırlayan matematiksel gizlilik çerçevesi. Diferansiyel Gizlilik https://sukruyusufkaya.com/en/glossary/differential-privacy 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Differential%20Privacy&category=veri-bilimi-ve-veri-yonetimi A mathematical privacy framework that limits the extent to which any single individual’s data can affect published results. Differential Privacy https://sukruyusufkaya.com/glossary/rıza-yonetimi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=R%C4%B1za%20Y%C3%B6netimi&category=veri-bilimi-ve-veri-yonetimi Kişisel verilerin hangi amaçlarla, hangi kapsamda ve hangi süreyle işlenebileceğinin onay temelli yönetimi. Rıza Yönetimi https://sukruyusufkaya.com/en/glossary/rıza-yonetimi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Consent%20Management&category=veri-bilimi-ve-veri-yonetimi The consent-based management of the purposes, scope, and duration under which personal data may be processed. Consent Management https://sukruyusufkaya.com/glossary/veri-minimizasyonu 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20Minimizasyonu&category=veri-bilimi-ve-veri-yonetimi Belirli bir amaç için yalnızca gerçekten gerekli olan verinin toplanması ve işlenmesi ilkesi. Veri Minimizasyonu https://sukruyusufkaya.com/en/glossary/veri-minimizasyonu 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Minimization&category=veri-bilimi-ve-veri-yonetimi The principle of collecting and processing only the data that is truly necessary for a defined purpose. Data Minimization https://sukruyusufkaya.com/glossary/takma-adlastirma 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Takma%20Adla%C5%9Ft%C4%B1rma&category=veri-bilimi-ve-veri-yonetimi Kimlik bilgilerini doğrudan kaldırmak yerine, kontrollü ek bilgilerle geri bağlanabilecek takma temsillere dönüştürme yaklaşımı. Takma Adlaştırma https://sukruyusufkaya.com/en/glossary/takma-adlastirma 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Pseudonymization&category=veri-bilimi-ve-veri-yonetimi An approach that replaces direct identifiers with substitute representations that can be re-linked only through controlled additional information. Pseudonymization https://sukruyusufkaya.com/glossary/anonimlestirme 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Anonimle%C5%9Ftirme&category=veri-bilimi-ve-veri-yonetimi Kişisel verilerin belirli bir bireyle yeniden ilişkilendirilemeyecek şekilde dönüştürülmesi süreci. Anonimleştirme https://sukruyusufkaya.com/en/glossary/anonimlestirme 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Anonymization&category=veri-bilimi-ve-veri-yonetimi The process of transforming personal data so that it can no longer be linked back to a specific individual. Anonymization https://sukruyusufkaya.com/glossary/master-data-management 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Master%20Data%20Management&category=veri-bilimi-ve-veri-yonetimi Müşteri, ürün, tedarikçi gibi temel kurumsal varlıkların tekilleştirilmiş ve tutarlı biçimde yönetilmesi yaklaşımı. Master Data Management https://sukruyusufkaya.com/en/glossary/master-data-management 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Master%20Data%20Management&category=veri-bilimi-ve-veri-yonetimi An approach for managing core enterprise entities such as customers, products, and suppliers in a unified and consistent way. Master Data Management https://sukruyusufkaya.com/glossary/veri-lineage 2026-05-25T17:11:40.217Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20Lineage&category=veri-bilimi-ve-veri-yonetimi Bir veri öğesinin kaynaktan rapora veya modele kadar geçtiği tüm dönüşüm ve hareket izinin görünür kılınması. Veri Lineage https://sukruyusufkaya.com/en/glossary/veri-lineage 2026-05-25T17:11:40.217Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Lineage&category=veri-bilimi-ve-veri-yonetimi The visible trace of all movements and transformations a data element undergoes from source to report or model. Data Lineage https://sukruyusufkaya.com/glossary/metadata-yonetimi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Metadata%20Y%C3%B6netimi&category=veri-bilimi-ve-veri-yonetimi Veri hakkında veri niteliğindeki tanım, kaynak, kullanım ve teknik yapı bilgilerinin sistematik yönetimi. Metadata Yönetimi https://sukruyusufkaya.com/en/glossary/metadata-yonetimi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Metadata%20Management&category=veri-bilimi-ve-veri-yonetimi The systematic management of descriptions, sources, usage, and technical structure information about data. Metadata Management https://sukruyusufkaya.com/glossary/veri-sahipligi 2026-05-25T17:10:16.699Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20Sahipli%C4%9Fi&category=veri-bilimi-ve-veri-yonetimi Belirli veri alanlarının kalite, tanım ve kullanım sorumluluğunun hangi iş veya teknik rolde olduğunu tanımlayan ilke. Veri Sahipliği https://sukruyusufkaya.com/en/glossary/veri-sahipligi 2026-05-25T17:10:16.699Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Ownership&category=veri-bilimi-ve-veri-yonetimi The principle that defines which business or technical role is responsible for the quality, definition, and use of specific data domains. Data Ownership https://sukruyusufkaya.com/glossary/veri-yonetisimi 2026-05-25T17:04:43.238Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20Y%C3%B6neti%C5%9Fimi&category=veri-bilimi-ve-veri-yonetimi Verinin sahiplik, kalite, erişim, kullanım ve denetim ilkeleriyle kurumsal ölçekte yönetilmesi çerçevesi. Veri Yönetişimi https://sukruyusufkaya.com/en/glossary/veri-yonetisimi 2026-05-25T17:04:43.238Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Governance&category=veri-bilimi-ve-veri-yonetimi The enterprise framework for managing data through ownership, quality, access, usage, and control principles. Data Governance https://sukruyusufkaya.com/glossary/gecerlilik 2026-05-25T13:47:25.009Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ge%C3%A7erlilik&category=veri-bilimi-ve-veri-yonetimi Bir veri değerinin tanımlı format, aralık, sözlük veya iş kuralına uygun olup olmadığını ifade eden kalite boyutu. Geçerlilik https://sukruyusufkaya.com/en/glossary/gecerlilik 2026-05-25T13:47:25.009Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Validity&category=veri-bilimi-ve-veri-yonetimi A quality dimension indicating whether a data value conforms to defined formats, ranges, vocabularies, or business rules. Validity https://sukruyusufkaya.com/glossary/guncellik 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=G%C3%BCncellik&category=veri-bilimi-ve-veri-yonetimi Verinin ihtiyaç duyulan anda yeterince güncel, zamanında ve kullanılabilir durumda olması özelliği. Güncellik https://sukruyusufkaya.com/en/glossary/guncellik 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Timeliness&category=veri-bilimi-ve-veri-yonetimi The property of data being sufficiently current, timely, and available when needed. Timeliness https://sukruyusufkaya.com/glossary/dogruluk 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Do%C4%9Fruluk&category=veri-bilimi-ve-veri-yonetimi Bir veri alanının gerçek dünya değerini ne kadar doğru yansıttığını ifade eden kalite boyutu. Doğruluk https://sukruyusufkaya.com/en/glossary/dogruluk 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Accuracy&category=veri-bilimi-ve-veri-yonetimi A quality dimension expressing how correctly a data field reflects the real-world value it represents. Accuracy https://sukruyusufkaya.com/glossary/tamlik 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Taml%C4%B1k&category=veri-bilimi-ve-veri-yonetimi Bir veri kümesinde beklenen alanların, kayıtların veya iş kapsamının ne ölçüde eksiksiz bulunduğunu ifade eden kalite boyutu. Tamlık https://sukruyusufkaya.com/en/glossary/tamlik 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Completeness&category=veri-bilimi-ve-veri-yonetimi A data quality dimension describing how fully expected fields, records, or business scope are present in a dataset. Completeness https://sukruyusufkaya.com/glossary/consensus-labeling 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Uzla%C5%9F%C4%B1%20Etiketleme&category=veri-bilimi-ve-veri-yonetimi Bir veri örneği için birden fazla etiketleyicinin görüşü birleştirilerek nihai etiketin belirlenmesi yaklaşımı. Uzlaşı Etiketleme https://sukruyusufkaya.com/en/glossary/consensus-labeling 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Consensus%20Labeling&category=veri-bilimi-ve-veri-yonetimi An approach in which multiple annotators’ judgments are combined to determine the final label for a data instance. Consensus Labeling https://sukruyusufkaya.com/glossary/inter-annotator-agreement 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Annotat%C3%B6rler%20Aras%C4%B1%20Uyum&category=veri-bilimi-ve-veri-yonetimi Farklı etiketleyicilerin aynı veri örneğine ne ölçüde benzer karar verdiğini gösteren kalite ölçüsü. Annotatörler Arası Uyum https://sukruyusufkaya.com/en/glossary/inter-annotator-agreement 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Inter-Annotator%20Agreement&category=veri-bilimi-ve-veri-yonetimi A quality measure indicating how consistently different annotators make similar decisions on the same data. Inter-Annotator Agreement https://sukruyusufkaya.com/glossary/etiketleme-rehberi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Etiketleme%20Rehberi&category=veri-bilimi-ve-veri-yonetimi Etiketleme sürecinde hangi kuralların, örneklerin ve istisnaların uygulanacağını tanımlayan resmi yönerge dokümanı. Etiketleme Rehberi https://sukruyusufkaya.com/en/glossary/etiketleme-rehberi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Labeling%20Guideline&category=veri-bilimi-ve-veri-yonetimi A formal instruction document defining the rules, examples, and exceptions to be used during labeling. Labeling Guideline https://sukruyusufkaya.com/glossary/ground-truth 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ground%20Truth&category=veri-bilimi-ve-veri-yonetimi Bir veri örneği için doğru kabul edilen referans etiket veya doğrulama bilgisi. Ground Truth https://sukruyusufkaya.com/en/glossary/ground-truth 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Ground%20Truth&category=veri-bilimi-ve-veri-yonetimi The trusted reference label or verification information considered correct for a data instance. Ground Truth https://sukruyusufkaya.com/glossary/agregasyon-ozelligi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Agregasyon%20%C3%96zelli%C4%9Fi&category=veri-bilimi-ve-veri-yonetimi Bireysel kayıtları daha üst seviyede özetleyerek model için yeni anlamlı sinyaller üreten özellik yapısı. Agregasyon Özelliği https://sukruyusufkaya.com/en/glossary/agregasyon-ozelligi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Aggregation%20Feature&category=veri-bilimi-ve-veri-yonetimi A feature structure that summarizes lower-level records into higher-level signals meaningful for modeling. Aggregation Feature https://sukruyusufkaya.com/glossary/lag-ozelligi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Gecikmeli%20%C3%96zellik&category=veri-bilimi-ve-veri-yonetimi Geçmiş zaman adımlarındaki değerleri kullanarak zaman bağımlı örüntüleri modele taşıyan özellik türü. Gecikmeli Özellik https://sukruyusufkaya.com/en/glossary/lag-ozelligi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Lag%20Feature&category=veri-bilimi-ve-veri-yonetimi A type of feature that brings time-dependent patterns into the model using values from previous time steps. Lag Feature https://sukruyusufkaya.com/glossary/etkilesim-ozelligi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Etkile%C5%9Fim%20%C3%96zelli%C4%9Fi&category=veri-bilimi-ve-veri-yonetimi İki veya daha fazla özelliğin birlikte etkisini yansıtmak için oluşturulan birleşik değişken. Etkileşim Özelliği https://sukruyusufkaya.com/en/glossary/etkilesim-ozelligi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Interaction%20Feature&category=veri-bilimi-ve-veri-yonetimi A combined variable created to capture the joint effect of two or more features. Interaction Feature https://sukruyusufkaya.com/glossary/turetilmis-ozellik 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=T%C3%BCretilmi%C5%9F%20%C3%96zellik&category=veri-bilimi-ve-veri-yonetimi Ham veriden doğrudan gelmeyen, mevcut alanlardan hesaplanan veya dönüştürülen yeni özellik. Türetilmiş Özellik https://sukruyusufkaya.com/en/glossary/turetilmis-ozellik 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Derived%20Feature&category=veri-bilimi-ve-veri-yonetimi A new feature computed or transformed from existing fields rather than directly coming from raw data. Derived Feature https://sukruyusufkaya.com/glossary/ozellik-secimi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96zellik%20Se%C3%A7imi&category=veri-bilimi-ve-veri-yonetimi Model için en bilgilendirici değişkenleri seçerek gürültüyü, maliyeti ve karmaşıklığı azaltma süreci. Özellik Seçimi https://sukruyusufkaya.com/en/glossary/ozellik-secimi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Feature%20Selection&category=veri-bilimi-ve-veri-yonetimi The process of selecting the most informative variables for a model in order to reduce noise, cost, and complexity. Feature Selection https://sukruyusufkaya.com/glossary/pipeline 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96n%20%C4%B0%C5%9Fleme%20Pipeline'%C4%B1&category=veri-bilimi-ve-veri-yonetimi Veri dönüşüm adımlarının sıralı, tekrar üretilebilir ve otomasyona uygun biçimde kurgulanmış akışı. Ön İşleme Pipeline'ı https://sukruyusufkaya.com/en/glossary/pipeline 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Preprocessing%20Pipeline&category=veri-bilimi-ve-veri-yonetimi A sequenced, reproducible, and automation-friendly workflow of data transformation steps. Preprocessing Pipeline https://sukruyusufkaya.com/glossary/imputation 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Eksik%20Veri%20Doldurma&category=veri-bilimi-ve-veri-yonetimi Eksik gözlemlerin istatistiksel, kurallı veya model tabanlı yöntemlerle tamamlanması süreci. Eksik Veri Doldurma https://sukruyusufkaya.com/en/glossary/imputation 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Imputation&category=veri-bilimi-ve-veri-yonetimi The process of filling missing observations using statistical, rule-based, or model-driven methods. Imputation https://sukruyusufkaya.com/glossary/encoding 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kodlama%20(Encoding)&category=veri-bilimi-ve-veri-yonetimi Kategorik verilerin modellerin işleyebileceği sayısal temsillere dönüştürülmesi işlemi. Kodlama (Encoding) https://sukruyusufkaya.com/en/glossary/encoding 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Encoding&category=veri-bilimi-ve-veri-yonetimi The process of converting categorical data into numerical representations that models can process. Encoding https://sukruyusufkaya.com/glossary/standartlastirma 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Standartla%C5%9Ft%C4%B1rma&category=veri-bilimi-ve-veri-yonetimi Bir değişkeni ortalaması sıfır ve standart sapması bir olacak şekilde dönüştürme işlemi. Standartlaştırma https://sukruyusufkaya.com/en/glossary/standartlastirma 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Standardization&category=veri-bilimi-ve-veri-yonetimi The process of transforming a variable so that it has mean zero and standard deviation one. Standardization https://sukruyusufkaya.com/glossary/normalizasyon 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Normalizasyon&category=veri-bilimi-ve-veri-yonetimi Sayısal değişkenleri belirli bir ölçeğe getirerek modelleme ve karşılaştırma için daha uygun hale getirme işlemi. Normalizasyon https://sukruyusufkaya.com/en/glossary/normalizasyon 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Normalization&category=veri-bilimi-ve-veri-yonetimi The process of bringing numerical variables to a defined scale to make them more suitable for modeling and comparison. Normalization https://sukruyusufkaya.com/glossary/kategori-standardizasyonu 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kategori%20Standardizasyonu&category=veri-bilimi-ve-veri-yonetimi Aynı kavramı temsil eden farklı yazım, kısaltma veya formatların tek bir standart biçimde birleştirilmesi işlemi. Kategori Standardizasyonu https://sukruyusufkaya.com/en/glossary/kategori-standardizasyonu 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Category%20Standardization&category=veri-bilimi-ve-veri-yonetimi The process of unifying different spellings, abbreviations, or formats representing the same concept into one standard form. Category Standardization https://sukruyusufkaya.com/glossary/veri-tipi-uyumsuzlugu 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20Tipi%20Uyumsuzlu%C4%9Fu&category=veri-bilimi-ve-veri-yonetimi Bir alanın beklenen veri tipi ile kaydedilen gerçek içerik tipi arasında oluşan uyumsuzluk problemi. Veri Tipi Uyumsuzluğu https://sukruyusufkaya.com/en/glossary/veri-tipi-uyumsuzlugu 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Type%20Mismatch&category=veri-bilimi-ve-veri-yonetimi A problem arising when the expected data type of a field differs from the actual stored content type. Data Type Mismatch https://sukruyusufkaya.com/glossary/aykiri-deger 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ayk%C4%B1r%C4%B1%20De%C4%9Fer&category=veri-bilimi-ve-veri-yonetimi Veri kümesinin genel örüntüsünden belirgin biçimde ayrılan gözlem veya değer. Aykırı Değer https://sukruyusufkaya.com/en/glossary/aykiri-deger 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Outlier&category=veri-bilimi-ve-veri-yonetimi An observation or value that deviates noticeably from the general pattern of the dataset. Outlier https://sukruyusufkaya.com/glossary/yinelenen-kayit 2026-05-25T16:16:02.949Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Yinelenen%20Kay%C4%B1t&category=veri-bilimi-ve-veri-yonetimi Aynı gerçek dünya varlığını veya olayı birden fazla kez temsil eden tekrar eden veri kaydı. Yinelenen Kayıt https://sukruyusufkaya.com/en/glossary/yinelenen-kayit 2026-05-25T16:16:02.949Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Duplicate%20Record&category=veri-bilimi-ve-veri-yonetimi A repeated data record that represents the same real-world entity or event more than once. Duplicate Record https://sukruyusufkaya.com/glossary/eksik-veri 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Eksik%20Veri&category=veri-bilimi-ve-veri-yonetimi Bir gözlemde bulunması beklenen alanların boş, null veya bilinmeyen olarak yer alması durumu. Eksik Veri https://sukruyusufkaya.com/en/glossary/eksik-veri 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Missing%20Data&category=veri-bilimi-ve-veri-yonetimi A condition in which fields expected in an observation appear as empty, null, or unknown. Missing Data https://sukruyusufkaya.com/glossary/akis-verisi-toplama 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ak%C4%B1%C5%9F%20Verisi%20Toplama&category=veri-bilimi-ve-veri-yonetimi Sürekli üretilen verilerin anlık veya anlığa yakın biçimde sisteme alınması yaklaşımı. Akış Verisi Toplama https://sukruyusufkaya.com/en/glossary/akis-verisi-toplama 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Streaming%20Data%20Collection&category=veri-bilimi-ve-veri-yonetimi An approach for ingesting continuously generated data in real time or near real time. Streaming Data Collection https://sukruyusufkaya.com/glossary/web-scraping 2026-05-25T16:36:54.604Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Web%20Scraping&category=veri-bilimi-ve-veri-yonetimi Web sayfalarındaki yapılandırılmış veya yarı yapılandırılmış verilerin programatik olarak toplanması yöntemi. Web Scraping https://sukruyusufkaya.com/en/glossary/web-scraping 2026-05-25T16:36:54.604Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Web%20Scraping&category=veri-bilimi-ve-veri-yonetimi A method for programmatically collecting structured or semi-structured data from web pages. Web Scraping https://sukruyusufkaya.com/glossary/event-tracking 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Olay%20Takibi&category=veri-bilimi-ve-veri-yonetimi Kullanıcı veya sistem davranışlarının belirli olaylar şeklinde kaydedilmesini sağlayan izleme yaklaşımı. Olay Takibi https://sukruyusufkaya.com/en/glossary/event-tracking 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Event%20Tracking&category=veri-bilimi-ve-veri-yonetimi A tracking approach that records user or system behaviors as discrete events. Event Tracking https://sukruyusufkaya.com/glossary/veri-kaynagi 2026-05-25T17:14:27.045Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20Kayna%C4%9F%C4%B1&category=veri-bilimi-ve-veri-yonetimi Verinin üretildiği, saklandığı veya çekildiği sistem, platform ya da operasyonel temas noktası. Veri Kaynağı https://sukruyusufkaya.com/en/glossary/veri-kaynagi 2026-05-25T17:14:27.045Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Source&category=veri-bilimi-ve-veri-yonetimi The system, platform, or operational touchpoint where data is generated, stored, or retrieved. Data Source https://sukruyusufkaya.com/glossary/veri-toplama 2026-05-25T17:06:06.277Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20Toplama&category=veri-bilimi-ve-veri-yonetimi Analiz, raporlama ve modelleme süreçlerinde kullanılacak verilerin sistematik biçimde elde edilmesi süreci. Veri Toplama https://sukruyusufkaya.com/en/glossary/veri-toplama 2026-05-25T17:06:06.277Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Collection&category=veri-bilimi-ve-veri-yonetimi The systematic process of acquiring data for analysis, reporting, and modeling workflows. Data Collection https://sukruyusufkaya.com/glossary/earth-movers-distance 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Earth%20Mover%E2%80%99s%20Distance&category=matematik-istatistik-optimizasyon Bir dağılımı diğerine dönüştürmek için ne kadar kütle taşınması gerektiğini ölçen mesafe kavramı. Earth Mover’s Distance https://sukruyusufkaya.com/en/glossary/earth-movers-distance 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Earth%20Mover%E2%80%99s%20Distance&category=matematik-istatistik-optimizasyon A distance concept that measures how much mass must be moved to transform one distribution into another. Earth Mover’s Distance https://sukruyusufkaya.com/glossary/label-smoothing 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Label%20Smoothing&category=matematik-istatistik-optimizasyon Modelin aşırı özgüven geliştirmesini azaltmak için hedef etiketleri yumuşatan kayıp iyileştirme tekniği. Label Smoothing https://sukruyusufkaya.com/en/glossary/label-smoothing 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Label%20Smoothing&category=matematik-istatistik-optimizasyon A loss-related improvement technique that softens target labels to reduce overconfidence in the model. Label Smoothing https://sukruyusufkaya.com/glossary/saddle-point 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Eyer%20Noktas%C4%B1&category=matematik-istatistik-optimizasyon Bazı yönlerde minimuma, bazı yönlerde maksimuma benzeyen ve optimizasyonu zorlaştırabilen nokta türü. Eyer Noktası https://sukruyusufkaya.com/en/glossary/saddle-point 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Saddle%20Point&category=matematik-istatistik-optimizasyon A type of point that behaves like a minimum in some directions and a maximum in others, often complicating optimization. Saddle Point https://sukruyusufkaya.com/glossary/proximal-gradient 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Proximal%20Gradient&category=matematik-istatistik-optimizasyon Düzgün ve düzgün olmayan bileşenleri birlikte içeren optimizasyon problemleri için kullanılan yöntem. Proximal Gradient https://sukruyusufkaya.com/en/glossary/proximal-gradient 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Proximal%20Gradient&category=matematik-istatistik-optimizasyon An optimization method used for problems that combine smooth and non-smooth objective components. Proximal Gradient https://sukruyusufkaya.com/glossary/bfgs 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=BFGS&category=matematik-istatistik-optimizasyon İkinci türev bilgisini yaklaşık olarak kullanarak verimli yakınsama sağlayan kuazi-Newton optimizasyon yöntemi. BFGS https://sukruyusufkaya.com/en/glossary/bfgs 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=BFGS&category=matematik-istatistik-optimizasyon A quasi-Newton optimization method that approximates second-order information to achieve efficient convergence. BFGS https://sukruyusufkaya.com/glossary/line-search 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ad%C4%B1m%20Arama%20(Line%20Search)&category=matematik-istatistik-optimizasyon Optimizasyonda seçilen yön boyunca ne kadar ilerlenmesi gerektiğini belirleyen adım seçimi yaklaşımı. Adım Arama (Line Search) https://sukruyusufkaya.com/en/glossary/line-search 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Line%20Search&category=matematik-istatistik-optimizasyon An optimization step-size selection approach that determines how far to move along a chosen direction. Line Search https://sukruyusufkaya.com/glossary/mcnemar-testi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=McNemar%20Testi&category=matematik-istatistik-optimizasyon Aynı örnekler üzerinde iki sınıflandırıcının hata davranışlarını karşılaştırmak için kullanılan test. McNemar Testi https://sukruyusufkaya.com/en/glossary/mcnemar-testi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=McNemar%20Test&category=matematik-istatistik-optimizasyon A test used to compare the error behavior of two classifiers on the same set of examples. McNemar Test https://sukruyusufkaya.com/glossary/mann-whitney-u-testi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Mann-Whitney%20U%20Testi&category=matematik-istatistik-optimizasyon İki bağımsız grubun dağılımlarını parametrik varsayımlar olmadan karşılaştırmak için kullanılan test. Mann-Whitney U Testi https://sukruyusufkaya.com/en/glossary/mann-whitney-u-testi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Mann-Whitney%20U%20Test&category=matematik-istatistik-optimizasyon A test used to compare two independent groups without relying on strong parametric assumptions. Mann-Whitney U Test https://sukruyusufkaya.com/glossary/anova 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=ANOVA&category=matematik-istatistik-optimizasyon Birden fazla grubun ortalamaları arasında anlamlı fark olup olmadığını test etmek için kullanılan yöntem. ANOVA https://sukruyusufkaya.com/en/glossary/anova 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=ANOVA&category=matematik-istatistik-optimizasyon A method used to test whether there are meaningful differences among the means of multiple groups. ANOVA https://sukruyusufkaya.com/glossary/gamma-dagilimi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Gamma%20Da%C4%9F%C4%B1l%C4%B1m%C4%B1&category=matematik-istatistik-optimizasyon Pozitif sürekli büyüklükleri ve birden fazla olayın bekleme süresini modellemede kullanılan esnek dağılım. Gamma Dağılımı https://sukruyusufkaya.com/en/glossary/gamma-dagilimi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Gamma%20Distribution&category=matematik-istatistik-optimizasyon A flexible distribution used to model positive continuous quantities and waiting times for multiple events. Gamma Distribution https://sukruyusufkaya.com/glossary/exponential-dagilim 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%9Cstel%20Da%C4%9F%C4%B1l%C4%B1m&category=matematik-istatistik-optimizasyon Bir olayın gerçekleşmesine kadar geçen süreyi modellemek için kullanılan sürekli dağılım. Üstel Dağılım https://sukruyusufkaya.com/en/glossary/exponential-dagilim 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Exponential%20Distribution&category=matematik-istatistik-optimizasyon A continuous distribution used to model the waiting time until an event occurs. Exponential Distribution https://sukruyusufkaya.com/glossary/log-normal-dagilim 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Log-Normal%20Da%C4%9F%C4%B1l%C4%B1m&category=matematik-istatistik-optimizasyon Logaritması normal dağılan pozitif değişkenleri modellemek için kullanılan sağa çarpık sürekli dağılım. Log-Normal Dağılım https://sukruyusufkaya.com/en/glossary/log-normal-dagilim 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Log-Normal%20Distribution&category=matematik-istatistik-optimizasyon A right-skewed continuous distribution used for positive variables whose logarithm is normally distributed. Log-Normal Distribution https://sukruyusufkaya.com/glossary/fisher-bilgisi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Fisher%20Bilgisi&category=matematik-istatistik-optimizasyon Gözlenen verinin, model parametresi hakkında ne kadar hassas bilgi taşıdığını ölçen istatistiksel nicelik. Fisher Bilgisi https://sukruyusufkaya.com/en/glossary/fisher-bilgisi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Fisher%20Information&category=matematik-istatistik-optimizasyon A statistical quantity that measures how much precise information the observed data carries about a model parameter. Fisher Information https://sukruyusufkaya.com/glossary/basiklik 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Bas%C4%B1kl%C4%B1k&category=matematik-istatistik-optimizasyon Bir dağılımın kuyruk ağırlığını ve uç değerlere ne kadar açık olduğunu özetleyen ölçü. Basıklık https://sukruyusufkaya.com/en/glossary/basiklik 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Kurtosis&category=matematik-istatistik-optimizasyon A measure that summarizes tail heaviness and the tendency of a distribution to produce outliers. Kurtosis https://sukruyusufkaya.com/glossary/carpiklik 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%87arp%C4%B1kl%C4%B1k&category=matematik-istatistik-optimizasyon Bir dağılımın simetrik olup olmadığını ve hangi yöne doğru kuyruk yaptığını gösteren ölçü. Çarpıklık https://sukruyusufkaya.com/en/glossary/carpiklik 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Skewness&category=matematik-istatistik-optimizasyon A measure showing whether a distribution is symmetric and in which direction its tail extends. Skewness https://sukruyusufkaya.com/glossary/maksimum-aposteriori-kestirim 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Maksimum%20Aposteriori%20Kestirim%20(MAP)&category=matematik-istatistik-optimizasyon Veriyi açıklayan parametreleri seçerken önsel bilgiyi de hesaba katan Bayesçi kestirim yaklaşımı. Maksimum Aposteriori Kestirim (MAP) https://sukruyusufkaya.com/en/glossary/maksimum-aposteriori-kestirim 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Maximum%20A%20Posteriori%20Estimation%20(MAP)&category=matematik-istatistik-optimizasyon A Bayesian estimation approach that accounts for prior knowledge while selecting parameters that explain the data. Maximum A Posteriori Estimation (MAP) https://sukruyusufkaya.com/glossary/maksimum-olabilirlik-kestirimi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Maksimum%20Olabilirlik%20Kestirimi%20(MLE)&category=matematik-istatistik-optimizasyon Gözlenen veriyi en olası kılan parametreleri seçmeye dayanan temel istatistiksel kestirim yöntemi. Maksimum Olabilirlik Kestirimi (MLE) https://sukruyusufkaya.com/en/glossary/maksimum-olabilirlik-kestirimi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Maximum%20Likelihood%20Estimation%20(MLE)&category=matematik-istatistik-optimizasyon A fundamental statistical estimation method based on selecting the parameters that make the observed data most likely. Maximum Likelihood Estimation (MLE) https://sukruyusufkaya.com/glossary/markov-ozelligi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Markov%20%C3%96zelli%C4%9Fi&category=matematik-istatistik-optimizasyon Bir sistemin geleceğinin, geçmişin tamamından değil yalnızca mevcut durumundan bağımlı olduğunu ifade eden özellik. Markov Özelliği https://sukruyusufkaya.com/en/glossary/markov-ozelligi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Markov%20Property&category=matematik-istatistik-optimizasyon A property stating that a system’s future depends only on its current state, not on the full past history. Markov Property https://sukruyusufkaya.com/glossary/ortonormal-baz 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ortonormal%20Baz&category=matematik-istatistik-optimizasyon Hem birbirine dik hem de birim uzunlukta vektörlerden oluşan, hesaplamayı ve yorumu kolaylaştıran baz yapısı. Ortonormal Baz https://sukruyusufkaya.com/en/glossary/ortonormal-baz 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Orthonormal%20Basis&category=matematik-istatistik-optimizasyon A basis made of vectors that are mutually orthogonal and unit length, simplifying computation and interpretation. Orthonormal Basis https://sukruyusufkaya.com/glossary/ters-matris 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ters%20Matris&category=matematik-istatistik-optimizasyon Bir lineer dönüşümü geri almayı sağlayan ve yalnızca tam rank matrisler için tanımlı olan matris yapısı. Ters Matris https://sukruyusufkaya.com/en/glossary/ters-matris 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Inverse%20Matrix&category=matematik-istatistik-optimizasyon A matrix that reverses a linear transformation and is defined only for full-rank matrices. Inverse Matrix https://sukruyusufkaya.com/glossary/determinant 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Determinant&category=matematik-istatistik-optimizasyon Bir matrisin hacim ölçekleme etkisini ve terslenebilir olup olmadığını özetleyen temel lineer cebir niceliği. Determinant https://sukruyusufkaya.com/en/glossary/determinant 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Determinant&category=matematik-istatistik-optimizasyon A core linear algebra quantity that summarizes a matrix’s volume scaling effect and whether it is invertible. Determinant https://sukruyusufkaya.com/glossary/brier-score 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Brier%20Score&category=matematik-istatistik-optimizasyon Olasılık tahminlerinin doğruluk ve kalibrasyon kalitesini birlikte değerlendiren skor. Brier Score https://sukruyusufkaya.com/en/glossary/brier-score 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Brier%20Score&category=matematik-istatistik-optimizasyon A score that jointly evaluates the accuracy and calibration quality of probabilistic predictions. Brier Score https://sukruyusufkaya.com/glossary/kalibrasyon 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kalibrasyon&category=matematik-istatistik-optimizasyon Bir modelin ürettiği olasılıkların gerçek gerçekleşme oranlarıyla ne kadar uyumlu olduğunu ifade eden özellik. Kalibrasyon https://sukruyusufkaya.com/en/glossary/kalibrasyon 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Calibration&category=matematik-istatistik-optimizasyon A property describing how well a model’s predicted probabilities align with actual observed frequencies. Calibration https://sukruyusufkaya.com/glossary/precision-recall-auc 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Precision-Recall%20AUC&category=matematik-istatistik-optimizasyon Özellikle dengesiz sınıflarda modelin yararlı pozitifleri bulma başarısını özetleyen değerlendirme metriği. Precision-Recall AUC https://sukruyusufkaya.com/en/glossary/precision-recall-auc 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Precision-Recall%20AUC&category=matematik-istatistik-optimizasyon An evaluation metric that summarizes how well a model retrieves useful positives, especially in imbalanced settings. Precision-Recall AUC https://sukruyusufkaya.com/glossary/roc-auc 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=ROC-AUC&category=matematik-istatistik-optimizasyon Sınıflandırma modelinin farklı eşiklerde pozitif-negatif ayrımı yapma gücünü özetleyen yaygın karşılaştırma metriği. ROC-AUC https://sukruyusufkaya.com/en/glossary/roc-auc 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=ROC-AUC&category=matematik-istatistik-optimizasyon A widely used comparison metric that summarizes a classifier’s ability to separate positives and negatives across thresholds. ROC-AUC https://sukruyusufkaya.com/glossary/minimum-description-length 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Minimum%20Description%20Length%20(MDL)&category=matematik-istatistik-optimizasyon İyi modelin, veriyi en kısa ama yeterli biçimde açıklayan model olduğunu savunan bilgi teorisi ilkesi. Minimum Description Length (MDL) https://sukruyusufkaya.com/en/glossary/minimum-description-length 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Minimum%20Description%20Length%20(MDL)&category=matematik-istatistik-optimizasyon An information-theoretic principle stating that a good model is one that describes the data in the shortest sufficient way. Minimum Description Length (MDL) https://sukruyusufkaya.com/glossary/kanal-kapasitesi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kanal%20Kapasitesi&category=matematik-istatistik-optimizasyon Bir iletişim kanalının teorik olarak hata yapmadan taşıyabileceği maksimum bilgi miktarı. Kanal Kapasitesi https://sukruyusufkaya.com/en/glossary/kanal-kapasitesi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Channel%20Capacity&category=matematik-istatistik-optimizasyon The theoretical maximum amount of information that a communication channel can transmit without error. Channel Capacity https://sukruyusufkaya.com/glossary/jensen-shannon-divergence 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Jensen-Shannon%20Divergence&category=matematik-istatistik-optimizasyon İki dağılım arasındaki farkı daha simetrik ve daha kararlı biçimde ölçen bilgi teorisi ayrışma metriği. Jensen-Shannon Divergence https://sukruyusufkaya.com/en/glossary/jensen-shannon-divergence 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Jensen-Shannon%20Divergence&category=matematik-istatistik-optimizasyon An information-theoretic divergence measure that compares two distributions in a more symmetric and stable way. Jensen-Shannon Divergence https://sukruyusufkaya.com/glossary/bilgi-kazanci 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Bilgi%20Kazanc%C4%B1&category=matematik-istatistik-optimizasyon Bir özelliğin, belirsizliği ne kadar azalttığını ölçen ve özellikle karar ağaçlarında kullanılan bilgi teorisi kavramı. Bilgi Kazancı https://sukruyusufkaya.com/en/glossary/bilgi-kazanci 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Information%20Gain&category=matematik-istatistik-optimizasyon An information-theoretic concept that measures how much uncertainty a feature reduces, especially in decision trees. Information Gain https://sukruyusufkaya.com/glossary/triplet-loss 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Triplet%20Loss&category=matematik-istatistik-optimizasyon Benzer örnekleri birbirine yaklaştırıp farklı örnekleri uzaklaştırmayı hedefleyen temsil öğrenmesi kaybı. Triplet Loss https://sukruyusufkaya.com/en/glossary/triplet-loss 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Triplet%20Loss&category=matematik-istatistik-optimizasyon A representation learning loss that pulls similar examples closer together and pushes dissimilar ones apart. Triplet Loss https://sukruyusufkaya.com/glossary/focal-loss 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Focal%20Loss&category=matematik-istatistik-optimizasyon Kolay örneklerin etkisini azaltıp zor ve az görülen örneklere daha fazla odaklanan sınıflandırma kaybı. Focal Loss https://sukruyusufkaya.com/en/glossary/focal-loss 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Focal%20Loss&category=matematik-istatistik-optimizasyon A classification loss that reduces the impact of easy examples and focuses more on hard or rare ones. Focal Loss https://sukruyusufkaya.com/glossary/log-loss 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Log%20Loss&category=matematik-istatistik-optimizasyon Sınıflandırma modellerinin olasılık tahmin kalitesini ölçen ve yanlış güveni sert cezalandıran kayıp fonksiyonu. Log Loss https://sukruyusufkaya.com/en/glossary/log-loss 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Log%20Loss&category=matematik-istatistik-optimizasyon A loss function that measures the quality of probabilistic classification predictions and strongly penalizes wrong confidence. Log Loss https://sukruyusufkaya.com/glossary/gradyan-kirpma 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Gradyan%20K%C4%B1rpma&category=matematik-istatistik-optimizasyon Aşırı büyük gradyanların eğitim sürecini bozmasını engellemek için gradyan büyüklüğünü sınırlayan teknik. Gradyan Kırpma https://sukruyusufkaya.com/en/glossary/gradyan-kirpma 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Gradient%20Clipping&category=matematik-istatistik-optimizasyon A technique that limits gradient magnitude to prevent excessively large gradients from destabilizing training. Gradient Clipping https://sukruyusufkaya.com/glossary/geri-yayilim 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Geri%20Yay%C4%B1l%C4%B1m&category=matematik-istatistik-optimizasyon Sinir ağlarında hatayı katmanlar boyunca geriye doğru yayarak gradyan hesaplamayı sağlayan temel algoritma. Geri Yayılım https://sukruyusufkaya.com/en/glossary/geri-yayilim 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Backpropagation&category=matematik-istatistik-optimizasyon The core algorithm in neural networks that computes gradients by propagating error backward through layers. Backpropagation https://sukruyusufkaya.com/glossary/yonlu-turev 2026-05-25T16:14:39.740Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Y%C3%B6nl%C3%BC%20T%C3%BCrev&category=matematik-istatistik-optimizasyon Bir fonksiyonun belirli bir yönde ne kadar hızlı değiştiğini ölçen türev kavramı. Yönlü Türev https://sukruyusufkaya.com/en/glossary/yonlu-turev 2026-05-25T16:14:39.740Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Directional%20Derivative&category=matematik-istatistik-optimizasyon A derivative concept that measures how fast a function changes in a specific direction. Directional Derivative https://sukruyusufkaya.com/glossary/jacobian 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Jakoben&category=matematik-istatistik-optimizasyon Vektör değerli fonksiyonların türev bilgisini matris halinde taşıyan yapı. Jakoben https://sukruyusufkaya.com/en/glossary/jacobian 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Jacobian&category=matematik-istatistik-optimizasyon A matrix structure that carries derivative information for vector-valued functions. Jacobian https://sukruyusufkaya.com/glossary/lagrange-carpanlari 2026-05-25T11:54:24.742Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Lagrange%20%C3%87arpanlar%C4%B1&category=matematik-istatistik-optimizasyon Kısıtlı optimizasyon problemlerinde amaç fonksiyonu ile kısıtlar arasındaki dengeyi kurmak için kullanılan yöntem. Lagrange Çarpanları https://sukruyusufkaya.com/en/glossary/lagrange-carpanlari 2026-05-25T11:54:24.742Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Lagrange%20Multipliers&category=matematik-istatistik-optimizasyon A method used in constrained optimization to balance the objective function with the imposed constraints. Lagrange Multipliers https://sukruyusufkaya.com/glossary/newton-yontemi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Newton%20Y%C3%B6ntemi&category=matematik-istatistik-optimizasyon Fonksiyonun hem eğim hem eğrilik bilgisini kullanarak daha hızlı yakınsama hedefleyen ileri optimizasyon yöntemi. Newton Yöntemi https://sukruyusufkaya.com/en/glossary/newton-yontemi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Newton's%20Method&category=matematik-istatistik-optimizasyon An advanced optimization method that uses both slope and curvature information to aim for faster convergence. Newton's Method https://sukruyusufkaya.com/glossary/kisitli-optimizasyon 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=K%C4%B1s%C4%B1tl%C4%B1%20Optimizasyon&category=matematik-istatistik-optimizasyon Çözümün yalnızca amaç fonksiyonunu değil, aynı zamanda belirli kısıtları da sağlamak zorunda olduğu optimizasyon yaklaşımı. Kısıtlı Optimizasyon https://sukruyusufkaya.com/en/glossary/kisitli-optimizasyon 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Constrained%20Optimization&category=matematik-istatistik-optimizasyon An optimization approach in which the solution must satisfy not only the objective function but also specified constraints. Constrained Optimization https://sukruyusufkaya.com/glossary/konveks-optimizasyon 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Konveks%20Optimizasyon&category=matematik-istatistik-optimizasyon Amaç fonksiyonu ve kısıtların uygun geometrik koşulları sağladığı, daha güvenilir çözümler sunan optimizasyon sınıfı. Konveks Optimizasyon https://sukruyusufkaya.com/en/glossary/konveks-optimizasyon 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Convex%20Optimization&category=matematik-istatistik-optimizasyon A class of optimization problems where the objective and constraints satisfy favorable geometric conditions that enable more reliable solutions. Convex Optimization https://sukruyusufkaya.com/glossary/permutasyon-testi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Perm%C3%BCtasyon%20Testi&category=matematik-istatistik-optimizasyon Dağılım varsayımlarına daha az bağımlı biçimde farkın tesadüfi olup olmadığını değerlendiren yeniden örnekleme tabanlı test. Permütasyon Testi https://sukruyusufkaya.com/en/glossary/permutasyon-testi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Permutation%20Test&category=matematik-istatistik-optimizasyon A resampling-based test that evaluates whether an observed difference could be due to chance with weaker reliance on distributional assumptions. Permutation Test https://sukruyusufkaya.com/glossary/coklu-karsilastirma-duzeltmesi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%87oklu%20Kar%C5%9F%C4%B1la%C5%9Ft%C4%B1rma%20D%C3%BCzeltmesi&category=matematik-istatistik-optimizasyon Birden fazla hipotez test edildiğinde yanlış pozitif oranını kontrol etmek için kullanılan düzeltme yaklaşımı. Çoklu Karşılaştırma Düzeltmesi https://sukruyusufkaya.com/en/glossary/coklu-karsilastirma-duzeltmesi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Multiple%20Comparison%20Correction&category=matematik-istatistik-optimizasyon A correction approach used to control false positives when multiple hypotheses are tested. Multiple Comparison Correction https://sukruyusufkaya.com/glossary/etki-buyuklugu 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Etki%20B%C3%BCy%C3%BCkl%C3%BC%C4%9F%C3%BC&category=matematik-istatistik-optimizasyon Gözlenen farkın ya da ilişkinin yalnızca anlamlı olup olmadığını değil, ne kadar büyük olduğunu gösteren ölçü. Etki Büyüklüğü https://sukruyusufkaya.com/en/glossary/etki-buyuklugu 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Effect%20Size&category=matematik-istatistik-optimizasyon A measure that captures not just whether an effect is significant, but how large it actually is. Effect Size https://sukruyusufkaya.com/glossary/istatistiksel-guc 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C4%B0statistiksel%20G%C3%BC%C3%A7&category=matematik-istatistik-optimizasyon Gerçekte var olan bir etkiyi istatistiksel testin yakalayabilme olasılığı. İstatistiksel Güç https://sukruyusufkaya.com/en/glossary/istatistiksel-guc 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Statistical%20Power&category=matematik-istatistik-optimizasyon The probability that a statistical test will detect an effect when that effect truly exists. Statistical Power https://sukruyusufkaya.com/glossary/dirichlet-dagilimi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Dirichlet%20Da%C4%9F%C4%B1l%C4%B1m%C4%B1&category=matematik-istatistik-optimizasyon Birden fazla kategorinin olasılıklarını birlikte modellemek için kullanılan çok boyutlu olasılık dağılımı. Dirichlet Dağılımı https://sukruyusufkaya.com/en/glossary/dirichlet-dagilimi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Dirichlet%20Distribution&category=matematik-istatistik-optimizasyon A multidimensional probability distribution used to model the probabilities of multiple categories jointly. Dirichlet Distribution https://sukruyusufkaya.com/glossary/beta-dagilimi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Beta%20Da%C4%9F%C4%B1l%C4%B1m%C4%B1&category=matematik-istatistik-optimizasyon 0 ile 1 arasındaki oranları ve olasılıkları modellemek için son derece uygun sürekli dağılım. Beta Dağılımı https://sukruyusufkaya.com/en/glossary/beta-dagilimi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Beta%20Distribution&category=matematik-istatistik-optimizasyon A continuous distribution especially well suited for modeling proportions and probabilities between 0 and 1. Beta Distribution https://sukruyusufkaya.com/glossary/ki-kare-dagilimi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ki-Kare%20Da%C4%9F%C4%B1l%C4%B1m%C4%B1&category=matematik-istatistik-optimizasyon Karelenmiş standart normal değişkenlerin toplamından türeyen ve istatistiksel testlerde yaygın kullanılan dağılım. Ki-Kare Dağılımı https://sukruyusufkaya.com/en/glossary/ki-kare-dagilimi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Chi-Square%20Distribution&category=matematik-istatistik-optimizasyon A distribution derived from the sum of squared standard normal variables and widely used in statistical testing. Chi-Square Distribution https://sukruyusufkaya.com/glossary/t-dagilimi 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=t-Da%C4%9F%C4%B1l%C4%B1m%C4%B1&category=matematik-istatistik-optimizasyon Özellikle küçük örneklemlerde ortalama etrafındaki belirsizliği modellemek için kullanılan sürekli dağılım. t-Dağılımı https://sukruyusufkaya.com/en/glossary/t-dagilimi 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=t-Distribution&category=matematik-istatistik-optimizasyon A continuous distribution used especially to model uncertainty around the mean in small samples. t-Distribution https://sukruyusufkaya.com/glossary/yeterlilik 2026-05-25T16:17:26.663Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Yeterlilik&category=matematik-istatistik-optimizasyon Bir istatistiğin, parametre hakkında verideki tüm ilgili bilgiyi taşıması özelliği. Yeterlilik https://sukruyusufkaya.com/en/glossary/yeterlilik 2026-05-25T16:17:26.663Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Sufficiency&category=matematik-istatistik-optimizasyon The property of a statistic containing all relevant information in the data about a parameter. Sufficiency https://sukruyusufkaya.com/glossary/tutarlilik 2026-05-25T17:21:24.659Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Tutarl%C4%B1l%C4%B1k&category=matematik-istatistik-optimizasyon Örneklem büyüdükçe bir kestiricinin gerçek değere yakınsama özelliği. Tutarlılık https://sukruyusufkaya.com/en/glossary/tutarlilik 2026-05-25T17:21:24.659Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Consistency&category=matematik-istatistik-optimizasyon The property of an estimator converging to the true value as the sample size grows. Consistency https://sukruyusufkaya.com/glossary/varyans-kestirici 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kestirici%20Varyans%C4%B1&category=matematik-istatistik-optimizasyon Aynı yöntemin farklı örneklemler üzerinde ne kadar değişken sonuç ürettiğini gösteren ölçü. Kestirici Varyansı https://sukruyusufkaya.com/en/glossary/varyans-kestirici 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Estimator%20Variance&category=matematik-istatistik-optimizasyon A measure of how much a method’s results vary across different samples. Estimator Variance https://sukruyusufkaya.com/glossary/bias 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Yanl%C4%B1l%C4%B1k%20(Bias)&category=matematik-istatistik-optimizasyon Bir kestiricinin gerçek değerden sistematik olarak sapma eğilimini ifade eden istatistiksel kavram. Yanlılık (Bias) https://sukruyusufkaya.com/en/glossary/bias 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Bias&category=matematik-istatistik-optimizasyon A statistical concept describing the tendency of an estimator to systematically deviate from the true value. Bias https://sukruyusufkaya.com/glossary/posterior-olasilik 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Posterior%20Olas%C4%B1l%C4%B1k&category=matematik-istatistik-optimizasyon Yeni veri gözlemlendikten sonra güncellenmiş inancı temsil eden Bayesçi olasılık kavramı. Posterior Olasılık https://sukruyusufkaya.com/en/glossary/posterior-olasilik 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Posterior%20Probability&category=matematik-istatistik-optimizasyon A Bayesian probability concept representing updated belief after observing new data. Posterior Probability https://sukruyusufkaya.com/glossary/likelihood 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Likelihood&category=matematik-istatistik-optimizasyon Belirli bir model parametresi altında gözlenen verinin ne kadar olası olduğunu ifade eden istatistiksel kavram. Likelihood https://sukruyusufkaya.com/en/glossary/likelihood 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Likelihood&category=matematik-istatistik-optimizasyon A statistical concept expressing how probable the observed data is under a given model parameter setting. Likelihood https://sukruyusufkaya.com/glossary/toplam-olasilik-yasasi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Toplam%20Olas%C4%B1l%C4%B1k%20Yasas%C4%B1&category=matematik-istatistik-optimizasyon Bir olayın toplam olasılığını, onu oluşturan ayrık durumların katkılarını birleştirerek hesaplayan temel kural. Toplam Olasılık Yasası https://sukruyusufkaya.com/en/glossary/toplam-olasilik-yasasi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Law%20of%20Total%20Probability&category=matematik-istatistik-optimizasyon A fundamental rule for computing the total probability of an event by combining contributions from distinct cases. Law of Total Probability https://sukruyusufkaya.com/glossary/bagimsizlik 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ba%C4%9F%C4%B1ms%C4%B1zl%C4%B1k&category=matematik-istatistik-optimizasyon Bir olay ya da değişkenin gerçekleşmesinin diğerinin olasılığını etkilemediği durumu ifade eden kavram. Bağımsızlık https://sukruyusufkaya.com/en/glossary/bagimsizlik 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Independence&category=matematik-istatistik-optimizasyon A concept describing the case where the occurrence of one event or variable does not affect the probability of another. Independence https://sukruyusufkaya.com/glossary/kosul-sayisi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ko%C5%9Ful%20Say%C4%B1s%C4%B1&category=matematik-istatistik-optimizasyon Bir matrisin sayısal olarak ne kadar hassas veya kararsız olduğunu ölçen önemli lineer cebir göstergesi. Koşul Sayısı https://sukruyusufkaya.com/en/glossary/kosul-sayisi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Condition%20Number&category=matematik-istatistik-optimizasyon An important linear algebra indicator that measures how numerically sensitive or unstable a matrix is. Condition Number https://sukruyusufkaya.com/glossary/tekil-deger-ayrisimi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Tekil%20De%C4%9Fer%20Ayr%C4%B1%C5%9F%C4%B1m%C4%B1%20(SVD)&category=matematik-istatistik-optimizasyon Bir matrisi daha temel bileşenlere ayırarak yapı, sıkıştırma ve boyut indirgeme analizi sağlayan güçlü ayrışım yöntemi. Tekil Değer Ayrışımı (SVD) https://sukruyusufkaya.com/en/glossary/tekil-deger-ayrisimi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Singular%20Value%20Decomposition%20(SVD)&category=matematik-istatistik-optimizasyon A powerful decomposition method that breaks a matrix into more fundamental components for structure analysis, compression, and dimensionality reduction. Singular Value Decomposition (SVD) https://sukruyusufkaya.com/glossary/orthogonality 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ortogonallik&category=matematik-istatistik-optimizasyon İki vektörün birbirine dik olması ve doğrusal etkileşim taşımaması durumunu ifade eden kavram. Ortogonallik https://sukruyusufkaya.com/en/glossary/orthogonality 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Orthogonality&category=matematik-istatistik-optimizasyon A concept describing two vectors being perpendicular and carrying no linear interaction. Orthogonality https://sukruyusufkaya.com/glossary/basis 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Baz&category=matematik-istatistik-optimizasyon Bir vektör uzayındaki tüm elemanları oluşturabilen doğrusal bağımsız vektör kümesi. Baz https://sukruyusufkaya.com/en/glossary/basis 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Basis&category=matematik-istatistik-optimizasyon A set of linearly independent vectors capable of generating every element of a vector space. Basis https://sukruyusufkaya.com/glossary/rank 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Rank&category=matematik-istatistik-optimizasyon Bir matrisin doğrusal olarak bağımsız satır veya sütun sayısını ifade eden temel yapısal ölçü. Rank https://sukruyusufkaya.com/en/glossary/rank 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Rank&category=matematik-istatistik-optimizasyon A structural measure that expresses the number of linearly independent rows or columns in a matrix. Rank https://sukruyusufkaya.com/glossary/bic 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=BIC&category=matematik-istatistik-optimizasyon Model uyumunu değerlendirirken karmaşıklığa daha güçlü ceza uygulayan model seçim kriteri. BIC https://sukruyusufkaya.com/en/glossary/bic 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=BIC&category=matematik-istatistik-optimizasyon A model selection criterion that applies a stronger penalty for complexity while evaluating model fit. BIC https://sukruyusufkaya.com/glossary/aic 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=AIC&category=matematik-istatistik-optimizasyon Model uyumu ile model karmaşıklığı arasında denge kurarak model seçimine yardımcı olan bilgi kriteri. AIC https://sukruyusufkaya.com/en/glossary/aic 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=AIC&category=matematik-istatistik-optimizasyon An information criterion that supports model selection by balancing model fit against model complexity. AIC https://sukruyusufkaya.com/glossary/bootstrap 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Bootstrap&category=matematik-istatistik-optimizasyon Veriden tekrar örnekleme yaparak belirsizlik, güven aralığı ve performans dağılımı tahmini sağlayan yöntem. Bootstrap https://sukruyusufkaya.com/en/glossary/bootstrap 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Bootstrap&category=matematik-istatistik-optimizasyon A method that repeatedly resamples the data to estimate uncertainty, confidence intervals, and performance distributions. Bootstrap https://sukruyusufkaya.com/glossary/k-katli-capraz-dogrulama 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=K-Katl%C4%B1%20%C3%87apraz%20Do%C4%9Frulama&category=matematik-istatistik-optimizasyon Veriyi farklı katmanlara bölerek modeli tekrar tekrar değerlendirip daha güvenilir performans tahmini sağlayan yöntem. K-Katlı Çapraz Doğrulama https://sukruyusufkaya.com/en/glossary/k-katli-capraz-dogrulama 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=K-Fold%20Cross%20Validation&category=matematik-istatistik-optimizasyon A method that repeatedly evaluates a model across different data folds to provide a more reliable estimate of performance. K-Fold Cross Validation https://sukruyusufkaya.com/glossary/egitim-dogrulama-test-ayrimi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=E%C4%9Fitim%20%2F%20Do%C4%9Frulama%20%2F%20Test%20Ayr%C4%B1m%C4%B1&category=matematik-istatistik-optimizasyon Modelin öğrenme, ayar ve nihai değerlendirme aşamalarını dürüst biçimde ayırmak için kullanılan temel veri bölme yaklaşımı. Eğitim / Doğrulama / Test Ayrımı https://sukruyusufkaya.com/en/glossary/egitim-dogrulama-test-ayrimi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Train%20%2F%20Validation%20%2F%20Test%20Split&category=matematik-istatistik-optimizasyon A core data splitting approach used to separate model learning, tuning, and final evaluation in an honest way. Train / Validation / Test Split https://sukruyusufkaya.com/glossary/perplexity 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Perplexity&category=matematik-istatistik-optimizasyon Bir olasılık modelinin veriyi ne kadar şaşkınlıkla karşıladığını özetleyen özellikle dil modellerinde yaygın ölçü. Perplexity https://sukruyusufkaya.com/en/glossary/perplexity 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Perplexity&category=matematik-istatistik-optimizasyon A measure, especially common in language models, that summarizes how surprised a probability model is by the data. Perplexity https://sukruyusufkaya.com/glossary/kl-divergence 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=KL%20Divergence&category=matematik-istatistik-optimizasyon Bir olasılık dağılımının başka bir dağılımdan ne kadar saptığını ölçen yönlü ayrışma metriği. KL Divergence https://sukruyusufkaya.com/en/glossary/kl-divergence 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=KL%20Divergence&category=matematik-istatistik-optimizasyon A directional divergence measure that quantifies how one probability distribution differs from another. KL Divergence https://sukruyusufkaya.com/glossary/karsilikli-bilgi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kar%C5%9F%C4%B1l%C4%B1kl%C4%B1%20Bilgi&category=matematik-istatistik-optimizasyon Bir değişkenin bilinmesinin diğer değişken hakkındaki belirsizliği ne kadar azalttığını ölçen kavram. Karşılıklı Bilgi https://sukruyusufkaya.com/en/glossary/karsilikli-bilgi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Mutual%20Information&category=matematik-istatistik-optimizasyon A concept that measures how much knowing one variable reduces uncertainty about another. Mutual Information https://sukruyusufkaya.com/glossary/bilgi-miktari 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Bilgi%20Miktar%C4%B1&category=matematik-istatistik-optimizasyon Tek bir olayın gerçekleşmesiyle elde edilen bilginin miktarını ölçen bilgi teorisi kavramı. Bilgi Miktarı https://sukruyusufkaya.com/en/glossary/bilgi-miktari 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Self-Information&category=matematik-istatistik-optimizasyon An information-theoretic concept that measures how much information is gained when a single event occurs. Self-Information https://sukruyusufkaya.com/glossary/entropi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Entropi&category=matematik-istatistik-optimizasyon Bir olasılık dağılımındaki belirsizlik, düzensizlik veya bilgi içeriğini ölçen temel bilgi teorisi kavramı. Entropi https://sukruyusufkaya.com/en/glossary/entropi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Entropy&category=matematik-istatistik-optimizasyon A fundamental information-theoretic concept that measures uncertainty, disorder, or information content in a probability distribution. Entropy https://sukruyusufkaya.com/glossary/huber-kaybi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Huber%20Kayb%C4%B1&category=matematik-istatistik-optimizasyon MSE ile MAE arasında dengeli davranan ve uç değerlere karşı daha sağlam olan hibrit kayıp fonksiyonu. Huber Kaybı https://sukruyusufkaya.com/en/glossary/huber-kaybi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Huber%20Loss&category=matematik-istatistik-optimizasyon A hybrid loss function that balances MSE and MAE behavior and is more robust to outliers. Huber Loss https://sukruyusufkaya.com/glossary/hinge-loss 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Hinge%20Loss&category=matematik-istatistik-optimizasyon Özellikle destek vektör makinelerinde kullanılan, sınıflar arasında güvenli bir marj oluşturmayı hedefleyen kayıp fonksiyonu. Hinge Loss https://sukruyusufkaya.com/en/glossary/hinge-loss 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Hinge%20Loss&category=matematik-istatistik-optimizasyon A loss function used especially in support vector machines that aims to create a safe margin between classes. Hinge Loss https://sukruyusufkaya.com/glossary/capraz-entropi-kaybi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%87apraz%20Entropi%20Kayb%C4%B1&category=matematik-istatistik-optimizasyon Gerçek dağılım ile modelin tahmin ettiği olasılık dağılımı arasındaki uyumsuzluğu ölçen temel sınıflandırma kaybı. Çapraz Entropi Kaybı https://sukruyusufkaya.com/en/glossary/capraz-entropi-kaybi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Cross-Entropy%20Loss&category=matematik-istatistik-optimizasyon A core classification loss that measures the mismatch between the true distribution and the model’s predicted probability distribution. Cross-Entropy Loss https://sukruyusufkaya.com/glossary/ortalama-mutlak-hata 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ortalama%20Mutlak%20Hata%20(MAE)&category=matematik-istatistik-optimizasyon Tahmin ile gerçek değer arasındaki mutlak farkların ortalamasını alan, daha dayanıklı regresyon kayıp fonksiyonu. Ortalama Mutlak Hata (MAE) https://sukruyusufkaya.com/en/glossary/ortalama-mutlak-hata 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Mean%20Absolute%20Error%20(MAE)&category=matematik-istatistik-optimizasyon A regression loss function that averages the absolute differences between predictions and true values, offering greater robustness. Mean Absolute Error (MAE) https://sukruyusufkaya.com/glossary/ortalama-kare-hata 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ortalama%20Kare%20Hata%20(MSE)&category=matematik-istatistik-optimizasyon Tahmin ile gerçek değer arasındaki farkın karesini alarak ortalayan yaygın regresyon kayıp fonksiyonu. Ortalama Kare Hata (MSE) https://sukruyusufkaya.com/en/glossary/ortalama-kare-hata 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Mean%20Squared%20Error%20(MSE)&category=matematik-istatistik-optimizasyon A common regression loss function that averages the squared differences between predictions and true values. Mean Squared Error (MSE) https://sukruyusufkaya.com/glossary/hessian-matrisi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Hessian%20Matrisi&category=matematik-istatistik-optimizasyon Bir fonksiyonun ikinci dereceden türevlerini içeren ve eğriliğini anlamaya yardımcı olan matris. Hessian Matrisi https://sukruyusufkaya.com/en/glossary/hessian-matrisi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Hessian%20Matrix&category=matematik-istatistik-optimizasyon A matrix of second-order derivatives that helps describe the curvature of a function. Hessian Matrix https://sukruyusufkaya.com/glossary/zincir-kurali 2026-05-25T16:07:42.858Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Zincir%20Kural%C4%B1&category=matematik-istatistik-optimizasyon Bir bileşik fonksiyonun türevini, onu oluşturan iç ve dış fonksiyonların türevleri üzerinden hesaplamayı sağlayan kural. Zincir Kuralı https://sukruyusufkaya.com/en/glossary/zincir-kurali 2026-05-25T16:07:42.858Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Chain%20Rule&category=matematik-istatistik-optimizasyon A rule that computes the derivative of a composite function through the derivatives of its inner and outer functions. Chain Rule https://sukruyusufkaya.com/glossary/gradyan 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Gradyan&category=matematik-istatistik-optimizasyon Çok değişkenli bir fonksiyonun her değişkene göre türevlerini birlikte taşıyan yön ve büyüklük vektörü. Gradyan https://sukruyusufkaya.com/en/glossary/gradyan 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Gradient&category=matematik-istatistik-optimizasyon A vector containing the partial derivatives of a multivariable function, indicating direction and magnitude of change. Gradient https://sukruyusufkaya.com/glossary/kismi-turev 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=K%C4%B1smi%20T%C3%BCrev&category=matematik-istatistik-optimizasyon Çok değişkenli bir fonksiyonun yalnızca bir değişkene göre değişimini ölçen türev türü. Kısmi Türev https://sukruyusufkaya.com/en/glossary/kismi-turev 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Partial%20Derivative&category=matematik-istatistik-optimizasyon A derivative that measures the change of a multivariable function with respect to only one variable. Partial Derivative https://sukruyusufkaya.com/glossary/turev 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=T%C3%BCrev&category=matematik-istatistik-optimizasyon Bir fonksiyonun belirli bir noktadaki değişim hızını ve eğimini ölçen temel matematiksel kavram. Türev https://sukruyusufkaya.com/en/glossary/turev 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Derivative&category=matematik-istatistik-optimizasyon A fundamental mathematical concept that measures the rate of change and slope of a function at a given point. Derivative https://sukruyusufkaya.com/glossary/adam-optimizasyonu 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Adam%20Optimizasyonu&category=matematik-istatistik-optimizasyon Uyarlamalı öğrenme oranı ile momentum mantığını birleştiren popüler optimizasyon algoritması. Adam Optimizasyonu https://sukruyusufkaya.com/en/glossary/adam-optimizasyonu 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Adam%20Optimization&category=matematik-istatistik-optimizasyon A popular optimization algorithm that combines adaptive learning rates with momentum-like behavior. Adam Optimization https://sukruyusufkaya.com/glossary/momentum 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Momentum&category=matematik-istatistik-optimizasyon Gradyan güncellemelerine geçmiş hareket yönünü ekleyerek optimizasyonu hızlandıran yöntem. Momentum https://sukruyusufkaya.com/en/glossary/momentum 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Momentum&category=matematik-istatistik-optimizasyon A method that speeds up optimization by incorporating the direction of past gradient updates. Momentum https://sukruyusufkaya.com/glossary/mini-batch-gradyan-inisi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Mini-Batch%20Gradyan%20%C4%B0ni%C5%9Fi&category=matematik-istatistik-optimizasyon Eğitim verisini küçük partilere bölerek hem verimlilik hem de kararlılık sağlayan yaygın optimizasyon yaklaşımı. Mini-Batch Gradyan İnişi https://sukruyusufkaya.com/en/glossary/mini-batch-gradyan-inisi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Mini-Batch%20Gradient%20Descent&category=matematik-istatistik-optimizasyon A widely used optimization approach that splits training data into small batches to balance efficiency and stability. Mini-Batch Gradient Descent https://sukruyusufkaya.com/glossary/stokastik-gradyan-inisi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Stokastik%20Gradyan%20%C4%B0ni%C5%9Fi&category=matematik-istatistik-optimizasyon Her güncellemede tüm veri yerine tekil örnekler veya küçük parçalar kullanarak parametreleri güncelleyen optimizasyon yaklaşımı. Stokastik Gradyan İnişi https://sukruyusufkaya.com/en/glossary/stokastik-gradyan-inisi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Stochastic%20Gradient%20Descent&category=matematik-istatistik-optimizasyon An optimization approach that updates parameters using single examples or small subsets instead of the full dataset at each step. Stochastic Gradient Descent https://sukruyusufkaya.com/glossary/gradyan-inisi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Gradyan%20%C4%B0ni%C5%9Fi&category=matematik-istatistik-optimizasyon Kayıp fonksiyonunu minimize etmek için parametreleri gradyan yönünün tersine güncelleyen temel optimizasyon yöntemi. Gradyan İnişi https://sukruyusufkaya.com/en/glossary/gradyan-inisi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Gradient%20Descent&category=matematik-istatistik-optimizasyon A fundamental optimization method that updates parameters in the opposite direction of the gradient to minimize a loss function. Gradient Descent https://sukruyusufkaya.com/glossary/test-istatistigi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Test%20%C4%B0statisti%C4%9Fi&category=matematik-istatistik-optimizasyon Verinin hipotez testi bağlamında ne kadar sıra dışı olduğunu özetleyen hesaplanmış ölçü. Test İstatistiği https://sukruyusufkaya.com/en/glossary/test-istatistigi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Test%20Statistic&category=matematik-istatistik-optimizasyon A computed measure that summarizes how unusual the data is in the context of a hypothesis test. Test Statistic https://sukruyusufkaya.com/glossary/tip-i-ve-tip-ii-hata 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Tip%20I%20ve%20Tip%20II%20Hata&category=matematik-istatistik-optimizasyon Hipotez testlerinde yanlış alarm verme ile gerçek etkiyi kaçırma arasında oluşan iki temel hata türü. Tip I ve Tip II Hata https://sukruyusufkaya.com/en/glossary/tip-i-ve-tip-ii-hata 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Type%20I%20and%20Type%20II%20Error&category=matematik-istatistik-optimizasyon The two fundamental error types in hypothesis testing: false alarm and failing to detect a real effect. Type I and Type II Error https://sukruyusufkaya.com/glossary/p-degeri 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=p-De%C4%9Feri&category=matematik-istatistik-optimizasyon Sıfır hipotezi doğru kabul edildiğinde, gözlenen sonuç kadar uç veya daha uç bir sonucun görülme olasılığı. p-Değeri https://sukruyusufkaya.com/en/glossary/p-degeri 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=p-Value&category=matematik-istatistik-optimizasyon The probability of observing a result at least as extreme as the one obtained, assuming the null hypothesis is true. p-Value https://sukruyusufkaya.com/glossary/alternatif-hipotez 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Alternatif%20Hipotez&category=matematik-istatistik-optimizasyon Sıfır hipotezinin tersine, veride anlamlı bir etki, fark veya ilişki bulunduğunu savunan hipotez. Alternatif Hipotez https://sukruyusufkaya.com/en/glossary/alternatif-hipotez 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Alternative%20Hypothesis&category=matematik-istatistik-optimizasyon The hypothesis that argues there is a meaningful effect, difference, or relationship in the data, in contrast to the null hypothesis. Alternative Hypothesis https://sukruyusufkaya.com/glossary/sifir-hipotezi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=S%C4%B1f%C4%B1r%20Hipotezi&category=matematik-istatistik-optimizasyon Veride gözlenen etkinin aslında rastlantısal olduğunu varsayan temel hipotez testi başlangıç noktası. Sıfır Hipotezi https://sukruyusufkaya.com/en/glossary/sifir-hipotezi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Null%20Hypothesis&category=matematik-istatistik-optimizasyon The foundational starting point in hypothesis testing that assumes an observed effect is due to chance. Null Hypothesis https://sukruyusufkaya.com/glossary/uniform-dagilim 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Uniform%20Da%C4%9F%C4%B1l%C4%B1m&category=matematik-istatistik-optimizasyon Belirli bir aralıktaki tüm değerlerin eşit olasılıkla gerçekleştiği dağılım. Uniform Dağılım https://sukruyusufkaya.com/en/glossary/uniform-dagilim 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Uniform%20Distribution&category=matematik-istatistik-optimizasyon A distribution in which all values within a given interval are equally likely. Uniform Distribution https://sukruyusufkaya.com/glossary/poisson-dagilimi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Poisson%20Da%C4%9F%C4%B1l%C4%B1m%C4%B1&category=matematik-istatistik-optimizasyon Belirli bir zaman veya alan aralığında meydana gelen olay sayısını modellemek için kullanılan ayrık dağılım. Poisson Dağılımı https://sukruyusufkaya.com/en/glossary/poisson-dagilimi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Poisson%20Distribution&category=matematik-istatistik-optimizasyon A discrete distribution used to model the number of events occurring within a fixed interval of time or space. Poisson Distribution https://sukruyusufkaya.com/glossary/binom-dagilimi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Binom%20Da%C4%9F%C4%B1l%C4%B1m%C4%B1&category=matematik-istatistik-optimizasyon Sabit sayıda bağımsız Bernoulli denemesindeki başarı sayısını modelleyen ayrık dağılım. Binom Dağılımı https://sukruyusufkaya.com/en/glossary/binom-dagilimi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Binomial%20Distribution&category=matematik-istatistik-optimizasyon A discrete distribution that models the number of successes in a fixed number of independent Bernoulli trials. Binomial Distribution https://sukruyusufkaya.com/glossary/bernoulli-dagilimi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Bernoulli%20Da%C4%9F%C4%B1l%C4%B1m%C4%B1&category=matematik-istatistik-optimizasyon Yalnızca iki olası sonuca sahip tek adımlı rastgele deneyleri modelleyen ayrık dağılım. Bernoulli Dağılımı https://sukruyusufkaya.com/en/glossary/bernoulli-dagilimi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Bernoulli%20Distribution&category=matematik-istatistik-optimizasyon A discrete distribution that models single-step random experiments with only two possible outcomes. Bernoulli Distribution https://sukruyusufkaya.com/glossary/normal-dagilim 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Normal%20Da%C4%9F%C4%B1l%C4%B1m&category=matematik-istatistik-optimizasyon Çan eğrisi biçimiyle tanınan ve istatistikte en yaygın kullanılan sürekli dağılımlardan biri. Normal Dağılım https://sukruyusufkaya.com/en/glossary/normal-dagilim 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Normal%20Distribution&category=matematik-istatistik-optimizasyon One of the most widely used continuous distributions in statistics, known for its bell-shaped curve. Normal Distribution https://sukruyusufkaya.com/glossary/korelasyon 2026-05-25T13:13:29.693Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Korelasyon&category=matematik-istatistik-optimizasyon İki değişken arasındaki doğrusal ilişkinin yönünü ve gücünü standartlaştırılmış biçimde ölçen kavram. Korelasyon https://sukruyusufkaya.com/en/glossary/korelasyon 2026-05-25T13:13:29.693Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Correlation&category=matematik-istatistik-optimizasyon A standardized measure of the direction and strength of the linear relationship between two variables. Correlation https://sukruyusufkaya.com/glossary/kovaryans 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kovaryans&category=matematik-istatistik-optimizasyon İki değişkenin birlikte nasıl değiştiğini gösteren temel istatistiksel ilişki ölçüsü. Kovaryans https://sukruyusufkaya.com/en/glossary/kovaryans 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Covariance&category=matematik-istatistik-optimizasyon A fundamental statistical measure that shows how two variables change together. Covariance https://sukruyusufkaya.com/glossary/varyans-ve-standart-sapma 2026-05-25T09:58:05.540Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Varyans%20ve%20Standart%20Sapma&category=matematik-istatistik-optimizasyon Veri noktalarının ortalama etrafında ne kadar yayıldığını ölçen temel değişkenlik ölçüleri. Varyans ve Standart Sapma https://sukruyusufkaya.com/en/glossary/varyans-ve-standart-sapma 2026-05-25T09:58:05.540Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Variance%20and%20Standard%20Deviation&category=matematik-istatistik-optimizasyon Core measures of variability that quantify how spread out data points are around the mean. Variance and Standard Deviation https://sukruyusufkaya.com/glossary/ortalama-medyan-mod 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ortalama%2C%20Medyan%20ve%20Mod&category=matematik-istatistik-optimizasyon Bir veri kümesinin merkezi eğilimini farklı bakış açılarıyla özetleyen temel istatistiksel ölçüler. Ortalama, Medyan ve Mod https://sukruyusufkaya.com/en/glossary/ortalama-medyan-mod 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Mean%2C%20Median%2C%20and%20Mode&category=matematik-istatistik-optimizasyon Fundamental statistical measures that summarize the central tendency of a dataset from different perspectives. Mean, Median, and Mode https://sukruyusufkaya.com/glossary/anakitle-ve-orneklem 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Anakitle%20ve%20%C3%96rneklem&category=matematik-istatistik-optimizasyon Tüm ilgi alanını temsil eden büyük küme ile bu kümeden analiz için seçilen alt küme arasındaki temel istatistiksel ayrım. Anakitle ve Örneklem https://sukruyusufkaya.com/en/glossary/anakitle-ve-orneklem 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Population%20and%20Sample&category=matematik-istatistik-optimizasyon The core statistical distinction between the full target group and the subset selected from it for analysis. Population and Sample https://sukruyusufkaya.com/glossary/beklenen-deger 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Beklenen%20De%C4%9Fer&category=matematik-istatistik-optimizasyon Bir rastgele değişkenin uzun vadede ortalama olarak hangi değere yakınsamasının beklendiğini gösteren ölçü. Beklenen Değer https://sukruyusufkaya.com/en/glossary/beklenen-deger 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Expected%20Value&category=matematik-istatistik-optimizasyon A measure indicating the long-run average value a random variable is expected to approach. Expected Value https://sukruyusufkaya.com/glossary/rastgele-degisken 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Rastgele%20De%C4%9Fi%C5%9Fken&category=matematik-istatistik-optimizasyon Rastlantısal bir deneyin olası sonuçlarını sayısal değerlerle eşleyen matematiksel değişken. Rastgele Değişken https://sukruyusufkaya.com/en/glossary/rastgele-degisken 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Random%20Variable&category=matematik-istatistik-optimizasyon A mathematical variable that maps the possible outcomes of a random experiment to numerical values. Random Variable https://sukruyusufkaya.com/glossary/bayes-teoremi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Bayes%20Teoremi&category=matematik-istatistik-optimizasyon Yeni gözlemler geldikçe bir hipotezin olasılığını güncellemeyi sağlayan temel olasılık teoremi. Bayes Teoremi https://sukruyusufkaya.com/en/glossary/bayes-teoremi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Bayes'%20Theorem&category=matematik-istatistik-optimizasyon A fundamental probability theorem that allows updating the probability of a hypothesis as new observations arrive. Bayes' Theorem https://sukruyusufkaya.com/glossary/kosullu-olasilik 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ko%C5%9Fullu%20Olas%C4%B1l%C4%B1k&category=matematik-istatistik-optimizasyon Bir olayın, başka bir olayın gerçekleştiği bilgisi altında ne kadar olası olduğunu ifade eden kavram. Koşullu Olasılık https://sukruyusufkaya.com/en/glossary/kosullu-olasilik 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Conditional%20Probability&category=matematik-istatistik-optimizasyon A concept that measures how likely an event is given that another event has already occurred. Conditional Probability https://sukruyusufkaya.com/glossary/olasilik 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Olas%C4%B1l%C4%B1k&category=matematik-istatistik-optimizasyon Bir olayın gerçekleşme ihtimalini nicel olarak ifade eden temel matematiksel kavram. Olasılık https://sukruyusufkaya.com/en/glossary/olasilik 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Probability&category=matematik-istatistik-optimizasyon A fundamental mathematical concept that quantifies the likelihood of an event occurring. Probability https://sukruyusufkaya.com/glossary/ozdeger-ve-ozvektor 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96zde%C4%9Fer%20ve%20%C3%96zvekt%C3%B6r&category=matematik-istatistik-optimizasyon Bir lineer dönüşüm altında yalnızca ölçeklenip yönünü koruyan vektörler ve bunlara karşılık gelen ölçek katsayıları. Özdeğer ve Özvektör https://sukruyusufkaya.com/en/glossary/ozdeger-ve-ozvektor 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Eigenvalue%20and%20Eigenvector&category=matematik-istatistik-optimizasyon Vectors that preserve their direction under a linear transformation, along with the associated scaling factors. Eigenvalue and Eigenvector https://sukruyusufkaya.com/glossary/noktasal-carpim 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Noktasal%20%C3%87arp%C4%B1m&category=matematik-istatistik-optimizasyon İki vektör arasındaki hizalanmayı ve büyüklük etkileşimini ölçen temel lineer cebir işlemi. Noktasal Çarpım https://sukruyusufkaya.com/en/glossary/noktasal-carpim 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Dot%20Product&category=matematik-istatistik-optimizasyon A core linear algebra operation that measures alignment and magnitude interaction between two vectors. Dot Product https://sukruyusufkaya.com/glossary/tensor 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Tensor&category=matematik-istatistik-optimizasyon Skaler, vektör ve matrisin daha genel bir uzantısı olan çok boyutlu sayısal veri yapısı. Tensor https://sukruyusufkaya.com/en/glossary/tensor 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Tensor&category=matematik-istatistik-optimizasyon A multidimensional numerical structure that generalizes scalars, vectors, and matrices. Tensor https://sukruyusufkaya.com/glossary/matris 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Matris&category=matematik-istatistik-optimizasyon Sayıların satır ve sütunlar halinde düzenlendiği, dönüşüm ve veri temsilinde merkezi rol oynayan yapı. Matris https://sukruyusufkaya.com/en/glossary/matris 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Matrix&category=matematik-istatistik-optimizasyon A structure of numbers arranged in rows and columns, central to data representation and transformations. Matrix https://sukruyusufkaya.com/glossary/vektor 2026-05-25T17:17:14.140Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Vekt%C3%B6r&category=matematik-istatistik-optimizasyon Yönü ve büyüklüğü olan, lineer cebirin en temel veri temsillerinden biri. Vektör https://sukruyusufkaya.com/en/glossary/vektor 2026-05-25T17:17:14.140Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Vector&category=matematik-istatistik-optimizasyon A quantity with direction and magnitude, and one of the most fundamental representations in linear algebra. Vector https://sukruyusufkaya.com/glossary/anotasyon 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Anotasyon&category=yapay-zeka-temelleri Veriye anlamlı etiket, açıklama veya işaretleme eklenerek model eğitimi için kullanılabilir hale getirilmesi süreci. Anotasyon https://sukruyusufkaya.com/en/glossary/anotasyon 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Annotation&category=yapay-zeka-temelleri The process of adding meaningful labels, notes, or markings to data so that it becomes usable for model training. Annotation https://sukruyusufkaya.com/glossary/dartmouth-konferansi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Dartmouth%20Konferans%C4%B1&category=yapay-zeka-temelleri Yapay zekânın bağımsız bir araştırma alanı olarak şekillenmesinde tarihsel dönüm noktası kabul edilen 1956 toplantısı. Dartmouth Konferansı https://sukruyusufkaya.com/en/glossary/dartmouth-konferansi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Dartmouth%20Conference&category=yapay-zeka-temelleri The 1956 meeting widely regarded as the historical turning point where AI began to take shape as a distinct research field. Dartmouth Conference https://sukruyusufkaya.com/glossary/bilgi-tabani 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Bilgi%20Taban%C4%B1&category=yapay-zeka-temelleri Bir sistemin kullandığı olguların, kuralların, ilişkilerin ve alan bilgisinin yapılandırılmış biçimde tutulduğu bilgi deposu. Bilgi Tabanı https://sukruyusufkaya.com/en/glossary/bilgi-tabani 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Knowledge%20Base&category=yapay-zeka-temelleri A structured repository that stores the facts, rules, relationships, and domain knowledge used by a system. Knowledge Base https://sukruyusufkaya.com/glossary/kural-tabanli-sistem 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kural%20Tabanl%C4%B1%20Sistem&category=yapay-zeka-temelleri Davranışını önceden tanımlanmış eğer-o halde kuralları üzerinden belirleyen klasik sistem mimarisi. Kural Tabanlı Sistem https://sukruyusufkaya.com/en/glossary/kural-tabanli-sistem 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Rule-Based%20System&category=yapay-zeka-temelleri A classical system architecture whose behavior is determined by predefined if-then rules. Rule-Based System https://sukruyusufkaya.com/glossary/kesif-somuru-dengesi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ke%C5%9Fif-S%C3%B6m%C3%BCr%C3%BC%20Dengesi&category=yapay-zeka-temelleri Yeni bilgi toplamak için yeni seçenekleri denemek ile bilinen iyi seçenekleri kullanmak arasındaki denge problemi. Keşif-Sömürü Dengesi https://sukruyusufkaya.com/en/glossary/kesif-somuru-dengesi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Exploration-Exploitation%20Trade-off&category=yapay-zeka-temelleri The balance problem between trying new options to gain information and using already known good options. Exploration-Exploitation Trade-off https://sukruyusufkaya.com/glossary/fayda-fonksiyonu 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Fayda%20Fonksiyonu&category=yapay-zeka-temelleri Farklı sonuçların veya kararların ne kadar tercih edilir olduğunu nicel olarak ifade eden fonksiyon. Fayda Fonksiyonu https://sukruyusufkaya.com/en/glossary/fayda-fonksiyonu 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Utility%20Function&category=yapay-zeka-temelleri A function that quantitatively expresses how desirable different outcomes or decisions are. Utility Function https://sukruyusufkaya.com/glossary/eylem 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Eylem&category=yapay-zeka-temelleri Ajanın mevcut duruma göre seçtiği ve çevre üzerinde etkide bulunan karar çıktısı. Eylem https://sukruyusufkaya.com/en/glossary/eylem 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Action&category=yapay-zeka-temelleri The decision output chosen by an agent according to the current state, which produces an effect on the environment. Action https://sukruyusufkaya.com/glossary/durum 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Durum%20(State)&category=yapay-zeka-temelleri Bir sistemin veya çevrenin belirli bir anda karar vermek açısından anlamlı biçimde tanımlanan hali. Durum (State) https://sukruyusufkaya.com/en/glossary/durum 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=State&category=yapay-zeka-temelleri A meaningful description of a system or environment at a given moment for decision-making purposes. State https://sukruyusufkaya.com/glossary/uzaklik-metrigi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Uzakl%C4%B1k%20Metr%C4%9Fi&category=yapay-zeka-temelleri İki veri noktası arasındaki farkı veya ayrılığı sayısal olarak ölçen matematiksel fonksiyon. Uzaklık Metrği https://sukruyusufkaya.com/en/glossary/uzaklik-metrigi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Distance%20Metric&category=yapay-zeka-temelleri A mathematical function that numerically measures the difference or separation between two data points. Distance Metric https://sukruyusufkaya.com/glossary/benzerlik 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Benzerlik&category=yapay-zeka-temelleri İki örneğin ne kadar yakın, ilişkili veya anlam bakımından benzer olduğunu ölçen temel kavram. Benzerlik https://sukruyusufkaya.com/en/glossary/benzerlik 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Similarity&category=yapay-zeka-temelleri A core concept used to measure how close, related, or semantically similar two examples are. Similarity https://sukruyusufkaya.com/glossary/boyut-indirgeme 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Boyut%20%C4%B0ndirgeme&category=yapay-zeka-temelleri Veriyi temsil eden değişken sayısını bilgi kaybını mümkün olduğunca sınırlayarak azaltma yaklaşımı. Boyut İndirgeme https://sukruyusufkaya.com/en/glossary/boyut-indirgeme 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Dimensionality%20Reduction&category=yapay-zeka-temelleri An approach that reduces the number of variables representing data while preserving as much useful information as possible. Dimensionality Reduction https://sukruyusufkaya.com/glossary/ozellik-muhendisligi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96zellik%20M%C3%BChendisli%C4%9Fi&category=yapay-zeka-temelleri Ham veriden model için daha anlamlı, ayırt edici ve kullanışlı özellikler üretme süreci. Özellik Mühendisliği https://sukruyusufkaya.com/en/glossary/ozellik-muhendisligi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Feature%20Engineering&category=yapay-zeka-temelleri The process of creating more meaningful, discriminative, and useful features from raw data for a model. Feature Engineering https://sukruyusufkaya.com/glossary/ozellik 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96zellik%20(Feature)&category=yapay-zeka-temelleri Bir veri örneğini model açısından tanımlayan ölçülebilir nitelik veya giriş değişkeni. Özellik (Feature) https://sukruyusufkaya.com/en/glossary/ozellik 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Feature&category=yapay-zeka-temelleri A measurable attribute or input variable that describes a data instance from the model’s perspective. Feature https://sukruyusufkaya.com/glossary/cikrim-sureci 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%87%C4%B1kar%C4%B1m%20S%C3%BCreci&category=yapay-zeka-temelleri Eğitilmiş modelin gerçek kullanım senaryosunda yeni veriler üzerinde tahmin veya üretim yaptığı aşama. Çıkarım Süreci https://sukruyusufkaya.com/en/glossary/cikrim-sureci 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Inference&category=yapay-zeka-temelleri The stage in which a trained model performs prediction or generation on new data in real-world use. Inference https://sukruyusufkaya.com/glossary/dogrulama 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Do%C4%9Frulama&category=yapay-zeka-temelleri Modelin eğitim sürecinde ne kadar iyi genelleme yaptığını görmek ve ayarlarını geliştirmek için kullanılan ara değerlendirme aşaması. Doğrulama https://sukruyusufkaya.com/en/glossary/dogrulama 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Validation&category=yapay-zeka-temelleri An intermediate evaluation stage used to assess how well a model generalizes during training and to improve its settings. Validation https://sukruyusufkaya.com/glossary/duzenlilestirme 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=D%C3%BCzenlile%C5%9Ftirme&category=yapay-zeka-temelleri Modelin eğitim verisine aşırı uyum göstermesini engellemek ve genelleme gücünü artırmak için kullanılan teknikler bütünü. Düzenlileştirme https://sukruyusufkaya.com/en/glossary/duzenlilestirme 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Regularization&category=yapay-zeka-temelleri A set of techniques used to reduce overfitting and improve a model’s ability to generalize. Regularization https://sukruyusufkaya.com/glossary/ogrenme-orani 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96%C4%9Frenme%20Oran%C4%B1&category=yapay-zeka-temelleri Model parametrelerinin her güncellemede ne kadar değişeceğini belirleyen temel hiperparametre. Öğrenme Oranı https://sukruyusufkaya.com/en/glossary/ogrenme-orani 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Learning%20Rate&category=yapay-zeka-temelleri A core hyperparameter that determines how much model parameters change at each update step. Learning Rate https://sukruyusufkaya.com/glossary/optimizasyon 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Optimizasyon&category=yapay-zeka-temelleri Modelin performansını artırmak için parametrelerin amaç fonksiyonuna göre sistematik biçimde iyileştirilmesi süreci. Optimizasyon https://sukruyusufkaya.com/en/glossary/optimizasyon 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Optimization&category=yapay-zeka-temelleri The process of systematically improving model parameters according to an objective function in order to increase performance. Optimization https://sukruyusufkaya.com/glossary/toplu-ogrenme 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Toplu%20%C3%96%C4%9Frenme&category=yapay-zeka-temelleri Modelin sabit bir veri kümesi üzerinde toplu olarak eğitildiği ve belirli aralıklarla yeniden güncellendiği öğrenme yaklaşımı. Toplu Öğrenme https://sukruyusufkaya.com/en/glossary/toplu-ogrenme 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Batch%20Learning&category=yapay-zeka-temelleri A learning approach in which the model is trained on a fixed dataset in batches and updated periodically. Batch Learning https://sukruyusufkaya.com/glossary/cevrimici-ogrenme 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%87evrimi%C3%A7i%20%C3%96%C4%9Frenme&category=yapay-zeka-temelleri Modelin veriye tek seferde değil, zaman içinde akış halinde gelen yeni örneklerle artımlı olarak güncellendiği öğrenme yaklaşımı. Çevrimiçi Öğrenme https://sukruyusufkaya.com/en/glossary/cevrimici-ogrenme 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Online%20Learning&category=yapay-zeka-temelleri A learning approach in which the model is updated incrementally with new examples arriving over time rather than all at once. Online Learning https://sukruyusufkaya.com/glossary/aktif-ogrenme 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Aktif%20%C3%96%C4%9Frenme&category=yapay-zeka-temelleri Modelin en bilgilendirici örnekleri seçerek insan veya uzman kaynaktan etiket istediği veri verimliliği yaklaşımı. Aktif Öğrenme https://sukruyusufkaya.com/en/glossary/aktif-ogrenme 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Active%20Learning&category=yapay-zeka-temelleri A data-efficiency approach in which the model selects the most informative examples and requests labels from a human or expert source. Active Learning https://sukruyusufkaya.com/glossary/kendinden-denetimli-ogrenme 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kendinden%20Denetimli%20%C3%96%C4%9Frenme&category=yapay-zeka-temelleri Verinin kendi iç yapısından denetim sinyali üreterek güçlü temsil öğrenmeyi mümkün kılan yaklaşım. Kendinden Denetimli Öğrenme https://sukruyusufkaya.com/en/glossary/kendinden-denetimli-ogrenme 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Self-Supervised%20Learning&category=yapay-zeka-temelleri An approach that enables strong representation learning by generating supervision signals from the internal structure of the data itself. Self-Supervised Learning https://sukruyusufkaya.com/glossary/yari-denetimli-ogrenme 2026-05-25T16:20:13.103Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Yar%C4%B1%20Denetimli%20%C3%96%C4%9Frenme&category=yapay-zeka-temelleri Az miktarda etiketli veri ile çok miktarda etiketsiz veriyi birlikte kullanarak öğrenme performansını artıran yaklaşım. Yarı Denetimli Öğrenme https://sukruyusufkaya.com/en/glossary/yari-denetimli-ogrenme 2026-05-25T16:20:13.103Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Semi-Supervised%20Learning&category=yapay-zeka-temelleri An approach that improves learning performance by combining a small amount of labeled data with a large amount of unlabeled data. Semi-Supervised Learning https://sukruyusufkaya.com/glossary/sinirli-hafizali-yapay-zeka 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=S%C4%B1n%C4%B1rl%C4%B1%20Haf%C4%B1zal%C4%B1%20Yapay%20Zek%C3%A2&category=yapay-zeka-temelleri Karar verirken yalnızca mevcut girdiyi değil, yakın geçmişe ait bazı gözlem ve durum bilgilerini de kullanan AI türü. Sınırlı Hafızalı Yapay Zekâ https://sukruyusufkaya.com/en/glossary/sinirli-hafizali-yapay-zeka 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Limited%20Memory%20AI&category=yapay-zeka-temelleri A type of AI that uses not only current input but also some recent observations and state information when making decisions. Limited Memory AI https://sukruyusufkaya.com/glossary/reaktif-makine 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Reaktif%20Makine&category=yapay-zeka-temelleri Geçmiş deneyimleri kalıcı biçimde kullanmadan yalnızca mevcut girdiye tepki veren temel yapay zekâ sistemi türü. Reaktif Makine https://sukruyusufkaya.com/en/glossary/reaktif-makine 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Reactive%20Machine&category=yapay-zeka-temelleri A basic type of AI system that responds only to current input without persistently using past experience. Reactive Machine https://sukruyusufkaya.com/glossary/uretken-yapay-zeka 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%9Cretken%20Yapay%20Zek%C3%A2&category=yapay-zeka-temelleri Metin, görsel, ses, video veya kod gibi yeni içerikler üretebilen yapay zekâ sistemleri sınıfı. Üretken Yapay Zekâ https://sukruyusufkaya.com/en/glossary/uretken-yapay-zeka 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Generative%20AI&category=yapay-zeka-temelleri A class of AI systems capable of generating new content such as text, images, audio, video, or code. Generative AI https://sukruyusufkaya.com/glossary/sembolik-yapay-zeka 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Sembolik%20Yapay%20Zek%C3%A2&category=yapay-zeka-temelleri Bilgiyi kurallar, semboller ve mantıksal ifadelerle temsil ederek çıkarım yapan klasik yapay zekâ yaklaşımı. Sembolik Yapay Zekâ https://sukruyusufkaya.com/en/glossary/sembolik-yapay-zeka 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Symbolic%20AI&category=yapay-zeka-temelleri A classical AI approach that performs inference by representing knowledge with rules, symbols, and logical expressions. Symbolic AI https://sukruyusufkaya.com/glossary/akil-yurutme 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ak%C4%B1l%20Y%C3%BCr%C3%BCtme&category=yapay-zeka-temelleri Elde bulunan bilgi, kural veya gözlemlerden yeni sonuçlar çıkarma ve kararları gerekçelendirme süreci. Akıl Yürütme https://sukruyusufkaya.com/en/glossary/akil-yurutme 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Reasoning&category=yapay-zeka-temelleri The process of deriving new conclusions from available knowledge, rules, or observations and grounding decisions. Reasoning https://sukruyusufkaya.com/glossary/algilama 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Alg%C4%B1lama&category=yapay-zeka-temelleri Ham girdilerin anlamlı yapılara dönüştürülmesi ve sistemin çevreyi yorumlayabilmesini sağlayan temel yetenek. Algılama https://sukruyusufkaya.com/en/glossary/algilama 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Perception&category=yapay-zeka-temelleri The core capability of transforming raw inputs into meaningful structures so the system can interpret its environment. Perception https://sukruyusufkaya.com/glossary/sezgisel-yontem 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Sezgisel%20Y%C3%B6ntem&category=yapay-zeka-temelleri En iyi çözümü garanti etmese de, pratikte daha hızlı ve yeterince iyi sonuçlara ulaşmayı sağlayan rehber yaklaşım. Sezgisel Yöntem https://sukruyusufkaya.com/en/glossary/sezgisel-yontem 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Heuristic&category=yapay-zeka-temelleri A guiding approach that may not guarantee the optimal solution but helps reach good solutions faster in practice. Heuristic https://sukruyusufkaya.com/glossary/arama-uzayi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Arama%20Uzay%C4%B1&category=yapay-zeka-temelleri Bir problemin tüm olası durumlarını, çözüm yollarını ve eylem kombinasyonlarını kapsayan kavramsal alan. Arama Uzayı https://sukruyusufkaya.com/en/glossary/arama-uzayi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Search%20Space&category=yapay-zeka-temelleri The conceptual space that contains all possible states, solution paths, and action combinations of a problem. Search Space https://sukruyusufkaya.com/glossary/veri-sizintisi 2026-05-25T17:08:53.207Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20S%C4%B1z%C4%B1nt%C4%B1s%C4%B1&category=yapay-zeka-temelleri Modelin eğitim sırasında gerçek kullanımda erişemeyeceği bilgileri dolaylı ya da doğrudan öğrenmesi nedeniyle performansın yanıltıcı görünmesi durumu. Veri Sızıntısı https://sukruyusufkaya.com/en/glossary/veri-sizintisi 2026-05-25T17:08:53.207Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Data%20Leakage&category=yapay-zeka-temelleri A situation where model performance appears misleadingly strong because it has learned information during training that would not be available in real use. Data Leakage https://sukruyusufkaya.com/glossary/overfitting 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=A%C5%9F%C4%B1r%C4%B1%20Uyum%20(Overfitting)&category=yapay-zeka-temelleri Modelin eğitim verisini gereğinden fazla öğrenerek yeni veriler üzerinde zayıf performans göstermesi durumu. Aşırı Uyum (Overfitting) https://sukruyusufkaya.com/en/glossary/overfitting 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Overfitting&category=yapay-zeka-temelleri A situation where a model learns the training data too closely and performs poorly on new data. Overfitting https://sukruyusufkaya.com/glossary/benchmark 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Benchmark&category=yapay-zeka-temelleri Farklı modellerin aynı görev altında karşılaştırılmasını sağlayan standart veri, metrik ve değerlendirme çerçevesi. Benchmark https://sukruyusufkaya.com/en/glossary/benchmark 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Benchmark&category=yapay-zeka-temelleri A standardized framework of data, metrics, and evaluation used to compare different models on the same task. Benchmark https://sukruyusufkaya.com/glossary/veri-kumesi 2026-05-25T17:13:03.297Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Veri%20K%C3%BCmesi&category=yapay-zeka-temelleri Bir modelin öğrenmesini, değerlendirilmesini veya test edilmesini sağlayan organize veri bütünlüğü. Veri Kümesi https://sukruyusufkaya.com/en/glossary/veri-kumesi 2026-05-25T17:13:03.297Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Dataset&category=yapay-zeka-temelleri An organized collection of data that enables a model to be trained, evaluated, or tested. Dataset https://sukruyusufkaya.com/glossary/yapay-zeka-kisi 2026-05-25T16:21:38.641Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Yapay%20Zek%C3%A2%20K%C4%B1%C5%9F%C4%B1&category=yapay-zeka-temelleri Yapay zekâya yönelik beklentiler ile teknik gerçeklik arasındaki kopuş nedeniyle ilgi ve yatırımın sert biçimde düştüğü dönemler. Yapay Zekâ Kışı https://sukruyusufkaya.com/en/glossary/yapay-zeka-kisi 2026-05-25T16:21:38.641Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=AI%20Winter&category=yapay-zeka-temelleri Periods when interest and investment in AI dropped sharply due to the gap between expectations and technical reality. AI Winter https://sukruyusufkaya.com/glossary/turing-testi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Turing%20Testi&category=yapay-zeka-temelleri Bir makinenin insan benzeri iletişim kurup kuramadığını sorgulayan ve AI tarihinin en sembolik düşünce deneylerinden biri. Turing Testi https://sukruyusufkaya.com/en/glossary/turing-testi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Turing%20Test&category=yapay-zeka-temelleri One of the most symbolic thought experiments in AI history, asking whether a machine can communicate in a human-like way. Turing Test https://sukruyusufkaya.com/glossary/otonom-sistem 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Otonom%20Sistem&category=yapay-zeka-temelleri Algılama, değerlendirme ve eylem üretme süreçlerini insan müdahalesi olmadan ya da sınırlı müdahaleyle yürütebilen sistem yapısı. Otonom Sistem https://sukruyusufkaya.com/en/glossary/otonom-sistem 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Autonomous%20System&category=yapay-zeka-temelleri A system capable of handling perception, evaluation, and action generation with little or no human intervention. Autonomous System https://sukruyusufkaya.com/glossary/uzman-sistem 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Uzman%20Sistem&category=yapay-zeka-temelleri Belirli bir alan uzmanlığını kurallar ve bilgi tabanı üzerinden modelleyerek çıkarım yapan klasik yapay zekâ yaklaşımı. Uzman Sistem https://sukruyusufkaya.com/en/glossary/uzman-sistem 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Expert%20System&category=yapay-zeka-temelleri A classical AI approach that models domain expertise through rules and a knowledge base to perform inference. Expert System https://sukruyusufkaya.com/glossary/odul-fonksiyonu 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=%C3%96d%C3%BCl%20Fonksiyonu&category=yapay-zeka-temelleri Sistemin hangi sonuçları daha değerli kabul edeceğini sayısal olarak tanımlayan geri bildirim mekanizması. Ödül Fonksiyonu https://sukruyusufkaya.com/en/glossary/odul-fonksiyonu 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Reward%20Function&category=yapay-zeka-temelleri A feedback mechanism that numerically defines which outcomes the system should consider more valuable. Reward Function https://sukruyusufkaya.com/glossary/politika 2026-05-25T16:50:57.840Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Politika&category=yapay-zeka-temelleri Bir ajanın belirli bir durumda hangi eylemi seçeceğini tanımlayan karar kuralı veya davranış stratejisi. Politika https://sukruyusufkaya.com/en/glossary/politika 2026-05-25T16:50:57.840Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Policy&category=yapay-zeka-temelleri A decision rule or behavioral strategy that defines which action an agent should choose in a given state. Policy https://sukruyusufkaya.com/glossary/latent-space 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Gizil%20Uzay&category=yapay-zeka-temelleri Modelin veriyi daha soyut, sıkıştırılmış ve anlamlı biçimde temsil ettiği içsel gösterim alanı. Gizil Uzay https://sukruyusufkaya.com/en/glossary/latent-space 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Latent%20Space&category=yapay-zeka-temelleri The internal representational space in which a model encodes data in a more abstract, compressed, and meaningful way. Latent Space https://sukruyusufkaya.com/glossary/embedding 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Embedding&category=yapay-zeka-temelleri Kelime, belge, görsel veya başka bir varlığın anlamını yoğun sayısal vektörler halinde taşıyan öğrenilmiş gösterim. Embedding https://sukruyusufkaya.com/en/glossary/embedding 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Embedding&category=yapay-zeka-temelleri A learned dense vector representation that carries the meaning of a word, document, image, or another entity. Embedding https://sukruyusufkaya.com/glossary/temsil-ogrenmesi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Temsil%20%C3%96%C4%9Frenmesi&category=yapay-zeka-temelleri Ham veriden görev için en uygun, bilgi yoğun ve ayrıştırıcı içsel gösterimlerin otomatik olarak öğrenilmesi yaklaşımı. Temsil Öğrenmesi https://sukruyusufkaya.com/en/glossary/temsil-ogrenmesi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Representation%20Learning&category=yapay-zeka-temelleri An approach in which informative, discriminative, and task-relevant internal representations are learned automatically from raw data. Representation Learning https://sukruyusufkaya.com/glossary/kayip-fonksiyonu 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Kay%C4%B1p%20Fonksiyonu&category=yapay-zeka-temelleri Model tahminleri ile gerçek değerler arasındaki farkı sayısallaştıran ve eğitimin yönünü belirleyen matematiksel fonksiyon. Kayıp Fonksiyonu https://sukruyusufkaya.com/en/glossary/kayip-fonksiyonu 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Loss%20Function&category=yapay-zeka-temelleri A mathematical function that quantifies the difference between model predictions and true values and guides the training process. Loss Function https://sukruyusufkaya.com/glossary/genelleme 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Genelleme&category=yapay-zeka-temelleri Bir modelin eğitim sırasında görmediği örneklerde de doğru, kararlı ve güvenilir sonuçlar üretebilme yeteneği. Genelleme https://sukruyusufkaya.com/en/glossary/genelleme 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Generalization&category=yapay-zeka-temelleri The ability of a model to produce accurate, stable, and reliable results on examples it did not see during training. Generalization https://sukruyusufkaya.com/glossary/parametre-ve-hiperparametre 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Parametre%20ve%20Hiperparametre&category=yapay-zeka-temelleri Modelin veriden öğrendiği içsel değerler ile eğitim sürecini şekillendiren dış ayarlar arasındaki temel fark. Parametre ve Hiperparametre https://sukruyusufkaya.com/en/glossary/parametre-ve-hiperparametre 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Parameters%20and%20Hyperparameters&category=yapay-zeka-temelleri The core difference between internal values learned from data and external settings that shape the training process. Parameters and Hyperparameters https://sukruyusufkaya.com/glossary/model 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Model&category=yapay-zeka-temelleri Girdi ile çıktı arasındaki ilişkiyi öğrenen ve bu ilişkiyi yeni veriler üzerinde kullanan matematiksel veya algoritmik yapı. Model https://sukruyusufkaya.com/en/glossary/model 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Model&category=yapay-zeka-temelleri A mathematical or algorithmic structure that learns the relationship between inputs and outputs and applies it to new data. Model https://sukruyusufkaya.com/glossary/transfer-ogrenme 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Transfer%20%C3%96%C4%9Frenme&category=yapay-zeka-temelleri Bir görevde öğrenilen bilginin ilişkili başka bir göreve taşınarak eğitim maliyetinin ve veri ihtiyacının azaltılması yaklaşımı. Transfer Öğrenme https://sukruyusufkaya.com/en/glossary/transfer-ogrenme 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Transfer%20Learning&category=yapay-zeka-temelleri An approach in which knowledge learned from one task is transferred to a related task to reduce training cost and data requirements. Transfer Learning https://sukruyusufkaya.com/glossary/pekistirmeli-ogrenme 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Peki%C5%9Ftirmeli%20%C3%96%C4%9Frenme&category=yapay-zeka-temelleri Bir ajanın çevreyle etkileşim kurarak ödül ve ceza üzerinden uzun vadeli davranış politikası öğrenmesini sağlayan paradigma. Pekiştirmeli Öğrenme https://sukruyusufkaya.com/en/glossary/pekistirmeli-ogrenme 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Reinforcement%20Learning&category=yapay-zeka-temelleri A paradigm in which an agent learns a long-term behavior policy through rewards and penalties by interacting with its environment. Reinforcement Learning https://sukruyusufkaya.com/glossary/denetimsiz-ogrenme 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Denetimsiz%20%C3%96%C4%9Frenme&category=yapay-zeka-temelleri Etiket bulunmayan verilerdeki yapı, ilişki ve gizli örüntüleri keşfetmeye odaklanan öğrenme yaklaşımı. Denetimsiz Öğrenme https://sukruyusufkaya.com/en/glossary/denetimsiz-ogrenme 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Unsupervised%20Learning&category=yapay-zeka-temelleri A learning approach focused on discovering structure, relationships, and latent patterns in unlabeled data. Unsupervised Learning https://sukruyusufkaya.com/glossary/denetimli-ogrenme 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Denetimli%20%C3%96%C4%9Frenme&category=yapay-zeka-temelleri Etiketli örnekler üzerinden girdiler ile hedef çıktılar arasındaki ilişkinin öğrenildiği temel öğrenme paradigması. Denetimli Öğrenme https://sukruyusufkaya.com/en/glossary/denetimli-ogrenme 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Supervised%20Learning&category=yapay-zeka-temelleri A core learning paradigm in which the relationship between inputs and target outputs is learned from labeled examples. Supervised Learning https://sukruyusufkaya.com/glossary/genel-yapay-zeka 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Genel%20Yapay%20Zek%C3%A2%20(AGI)&category=yapay-zeka-temelleri Farklı görevler ve bağlamlar arasında bilgi transferi yapabilen, insan benzeri esnekliğe sahip varsayımsal yapay zekâ düzeyi. Genel Yapay Zekâ (AGI) https://sukruyusufkaya.com/en/glossary/genel-yapay-zeka 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Artificial%20General%20Intelligence%20(AGI)&category=yapay-zeka-temelleri A hypothetical level of AI with human-like flexibility, capable of transferring knowledge across different tasks and contexts. Artificial General Intelligence (AGI) https://sukruyusufkaya.com/glossary/dar-yapay-zeka 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Dar%20Yapay%20Zek%C3%A2&category=yapay-zeka-temelleri Belirli bir görevde yüksek başarı sağlayan ancak bu yeteneği geniş bağlamlara genelleyemeyen yapay zekâ sistemi. Dar Yapay Zekâ https://sukruyusufkaya.com/en/glossary/dar-yapay-zeka 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Narrow%20AI&category=yapay-zeka-temelleri An AI system that performs very well on a specific task but cannot generalize that capability across broad contexts. Narrow AI https://sukruyusufkaya.com/glossary/derin-ogrenme 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Derin%20%C3%96%C4%9Frenme&category=yapay-zeka-temelleri Çok katmanlı yapay sinir ağlarıyla veriden hiyerarşik temsiller öğrenen modern makine öğrenmesi yaklaşımı. Derin Öğrenme https://sukruyusufkaya.com/en/glossary/derin-ogrenme 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Deep%20Learning&category=yapay-zeka-temelleri A modern machine learning approach that learns hierarchical representations from data using multi-layer neural networks. Deep Learning https://sukruyusufkaya.com/glossary/makine-ogrenmesi 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Makine%20%C3%96%C4%9Frenmesi&category=yapay-zeka-temelleri Sistemlerin açık kurallarla tek tek programlanmadan verilerden örüntü öğrenmesini sağlayan yapay zekâ alt alanı. Makine Öğrenmesi https://sukruyusufkaya.com/en/glossary/makine-ogrenmesi 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Machine%20Learning&category=yapay-zeka-temelleri A subfield of AI that enables systems to learn patterns from data without being explicitly programmed rule by rule. Machine Learning https://sukruyusufkaya.com/glossary/bilgi-temsili 2026-05-25T13:50:35.755Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Bilgi%20Temsili&category=yapay-zeka-temelleri Dünya hakkındaki olguların, ilişkilerin ve kuralların makine tarafından işlenebilir yapılara dönüştürülmesi yaklaşımı. Bilgi Temsili https://sukruyusufkaya.com/en/glossary/bilgi-temsili 2026-05-25T13:50:35.755Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Knowledge%20Representation&category=yapay-zeka-temelleri The approach of transforming facts, relationships, and rules about the world into machine-processable structures. Knowledge Representation https://sukruyusufkaya.com/glossary/akilli-ajan 2026-05-25T17:21:24.660Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Ak%C4%B1ll%C4%B1%20Ajan&category=yapay-zeka-temelleri Çevresini algılayıp hedeflerine ulaşmak için uygun eylemleri seçen otonom veya yarı otonom sistem yapısı. Akıllı Ajan https://sukruyusufkaya.com/en/glossary/akilli-ajan 2026-05-25T17:21:24.660Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Intelligent%20Agent&category=yapay-zeka-temelleri An autonomous or semi-autonomous system that perceives its environment and selects actions to achieve its goals. Intelligent Agent https://sukruyusufkaya.com/glossary/yapay-zeka 2026-05-25T16:23:00.326Z monthly 0.70 https://sukruyusufkaya.com/api/og?type=glossary&title=Yapay%20Zek%C3%A2%20(AI)&category=yapay-zeka-temelleri Algılama, öğrenme, akıl yürütme ve karar verme gibi insan zekâsıyla ilişkilendirilen yeteneklerin makinelere kazandırılmasını amaçlayan disiplin. Yapay Zekâ (AI) https://sukruyusufkaya.com/en/glossary/yapay-zeka 2026-05-25T16:23:00.326Z monthly 0.60 https://sukruyusufkaya.com/api/og?type=glossary&title=Artificial%20Intelligence%20(AI)&category=yapay-zeka-temelleri A discipline focused on enabling machines to perform capabilities associated with human intelligence, such as perception, learning, reasoning, and decision-making. Artificial Intelligence (AI)