About: applied experience in enterprise AI
Independent enterprise-AI architect/consultant delivering strategy, RAG/LLM solution architecture, agentic workflow design, LLMOps infrastructure, and AI governance across Turkish and EMEA teams.
Profile sits at the intersection of academic foundation and industry execution: mathematical grounding in ML, deep learning, and NLP from academic research, paired with the engineering discipline of running those systems in production through multiple enterprise engagements. The dual view balances theoretical rigor with production realism.
Vendor-neutral by stance: OpenAI, Anthropic, Google, open-source (Llama, Mistral, Qwen), and self-hosted choices are weighed against client constraints. Sector emphasis: compliance-heavy RAG in banking and insurance, contract analysis and risk detection in legal, guardrail-heavy assistants in healthcare, personalization and conversational commerce in retail, SOP automation in manufacturing.
On the publishing and education side, producing Turkish-first enterprise AI content is a deliberate mission: keeping Turkey's AI ecosystem in sync with the global pace requires shared technical vocabulary and reference practice in Turkish. This site is the common roof for articles, glossary, learning portal, and consulting deliverables.
- Independent AI architect/consultant; single operator, vendor-neutral.
- Academic foundation + production experience; balanced theory/engineering view.
- Sector focus: banking, insurance, legal, healthcare, retail, manufacturing, public sector.
- Mission: produce Turkish-first content without disconnecting from the global ecosystem.
Who Is Sukru Yusuf Kaya?
Enterprise AI consultant and trainer
Experience
End-to-end enterprise AI delivery
Expertise
AI training and consulting
Delivery
Enterprise-focused, execution-led delivery
Skills
AI mastery scaled across education, consulting and engineering — from the strategy table to the production line.
AI Strategy & Leadership
AI Strategy & Roadmap
100%Enterprise AI transformation from vision to production
AI Governance & Compliance
100%KVKK · GDPR · EU AI Act · NIST AI RMF · ISO 42001
ROI & Business Case Modelling
100%Quantified business case and use-case prioritisation for AI
Digital Transformation & AI Maturity Audit
100%Enterprise AI maturity audit and transformation programme
AI Vendor & Build-vs-Buy Advisory
100%LLM provider, MLOps stack & technology investment decisions
Education & Mentorship
Curriculum Design
100%Beginner-to-expert project-based AI curriculum
Corporate Training & Workshops
100%C-level to engineering tailored hands-on programs
Konuşmacı & Teknik İçerik Üretimi
100%Conference keynotes, podcasts, technical blog & open source projects
1:1 Mentorluk & Kariyer Koçluğu
100%Individual growth roadmap for AI engineers and data scientists
EdTech Platform Tasarımı
100%LMS design, quiz/exam engine & adaptive learning UX
Generative AI & LLM Engineering
LLM Engineering & RAG
100%Enterprise RAG, hybrid retrieval, LLM deployment & eval
AI Agent Systems
100%Autonomous multi-agent workflows & tool orchestration
Fine-Tuning & Model Adaptation
100%Domain models with LoRA, QLoRA, DPO/RLHF and eval harness
Prompt Engineering & LLM Eval
100%System prompts, structured output, automated eval harness
Multimodal AI (Vision-Language)
100%Vision-language models, document AI & cross-modal retrieval
Diffusion Models & Image Generation
100%Text-to-image, ControlNet, LoRA training & image editing pipelines
Deep Learning & Vision
Deep Learning Architectures
100%Transformers, CNN, Diffusion, GNN & accelerated inference
Computer Vision Systems
100%Detection, segmentation, tracking and OCR systems
NLP & Conversational AI
100%Embeddings, classification, translation & dialogue systems
Speech & Audio Intelligence
100%ASR, TTS, voice identification & voice cloning pipelines
Reinforcement Learning
100%Policy gradient, Q-learning, RLHF & simulation-trained policies
Time-Series & Forecasting
100%Demand forecasting, anomaly detection & probabilistic forecasting
Production & Infrastructure
MLOps & Model Serving
100%CI/CD, monitoring, A/B testing, scaling and cost optimisation
Data Engineering & Vector Stores
100%Lakehouse, streaming pipelines & embedding store architecture
Cloud AI Platforms
100%End-to-end AI architecture across AWS · GCP · Azure
AI Observability & Drift Monitoring
100%Model drift, data drift, hallucination & cost telemetry
Edge AI & Hardware Acceleration
100%GPU/TPU optimisation, quantization, edge deployment & TensorRT
Core Values
Continuous Innovation & Technical Depth
I integrate modern architectures like Transformers, LLMs, and distributed hardware acceleration into your projects at industry standards.
Enterprise Trust & Data Ethics
Data privacy compliance, algorithmic transparency (XAI), and secure model serving processes are at the core of every solution.
End-to-End Scalability
From prototyping to production, I design flexible and cost-optimized cloud architectures capable of handling high traffic (Scalable AI).
End-to-End AI Competencies
COMMUNICATION & LANGUAGES
Turkish
NativeEnglish
Advanced (C1/C2)German
Elementary (A2)Consulting Workflow
Free Discovery
We listen to your goals
Strategy & NDA
Custom plan & privacy
Execution
Rapid proto & deploy
Education
Artificial Intelligence
Stanford University
Artificial Intelligence
Harvard University
Computer Engineering
Beykent University
Data Science and Big Data
Yıldız Technical University
Innovation, Entrepreneurship and Management
Yıldız Technical University
Electrical Engineering
Yıldız Technical University
Management Information Systems
Anadolu University
Computer Engineering (100% English)
Yıldız Technical University
Electrical Engineering (30% English)
Yıldız Technical University
High School Education
Kırşehir Final High School
Honorary Award
Kırşehir Final High School
Certifications
Certified AI Transformation Leader (CAITL™)
Certified Artificial Intelligence Scientist (CAIS™)
Certified Artificial Intelligence Consultant (CAIC™)
Certified Artificial Intelligence Engineer (CAIE™)
Certified Artificial Intelligence Prefect (CAIP™)
Certified Artificial Intelligence Prefect – Advanced (CAIPa™)
AWS Certified Machine Learning - Specialty
AWS Certified Data Engineer - Associate
AWS Certified Machine Learning Engineer - Associate
AWS Certified DevOps Engineer - Professional
AWS Certified AI Practitioner
Certified Analytics Professional (CAP®)
Associate Certified Analytics Professional (aCAP®)
IBM AI Developer
IBM DevOps and Software Engineering
IBM AI Product Manager
Generative AI for Data Engineers
Generative AI for Data Scientist
Generative AI for Software Developers
Google Data Analytics
Google Advanced Data Analytics
Google Project Management
Cloud Data Engineer Professional Certificate
Generative AI
Professional Machine Learning Engineer
Prompt Engineering
Microsoft Power BI Data Analyst
Microsoft Azure AI Fundamentals AI-900 Exam Prep Specialization
AI For Business Specialization
Computer Vision
Computer Vision for Engineering and Science Specialization
Frequently Asked Questions
- RAG architecture design, agentic AI systems, LLM fine-tuning (LoRA/QLoRA/DPO), prompt engineering, vector database selection, LLMOps (eval, monitoring, cost), AI governance (EU AI Act, KVKK), use-case prioritization and corporate training design. End-to-end from strategy to technical architecture and execution.