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Memorization & Membership Inference: Training Data Extraction Probe

FT models may have memorized PII, secrets, copyrighted text from training data. Membership Inference Attack (MIA) test: feed random training snippets, does model continue? Detection thresholds. Mandatory pre-deploy check for KVKK + GDPR compliance.

Şükrü Yusuf KAYA
24 min read
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Memorization & Membership Inference: Training Data Extraction Probe
✅ Teslim
  1. Training set'ten 100 random snippet al. 2) Model perplexity'sini training vs holdout sample'da karşılaştır. 3) Sonraki ders: 16.7 — Cost Observability.

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