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🔓 Topic 25: Training Data Extraction Attacks

Course: AI Security — Section 3: Data Security & Poisoning Topic: 25 of 70 | Prev:…

Overview

🔓 Topic 25: Training Data Extraction Attacks — Quick Facts

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Topic 1

🎯 Overview

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Training Data Extraction =…

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Model unintentionally training…

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Privacy disaster: PII, medical…

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LLMs me especially dangerous — GPT…

Topic 2

⚡ Extraction Attack Taxonomy

🧠 ` ┌──────────────────────────────────────────────────────────────────┐ │ TRAINING DATA…

Topic 3

🐍 Complete Python Implementation

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Training data: higher confidence,…

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Non-training: lower confidence,…

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GPT-2 se exact training data…

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Prefix prompt → model completes…

Topic 4

📊 Extraction Attack Comparison

Topic 5

❓ Quiz — 5 MCQs

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A) Model architecture

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B) Kya ek specific sample model ke…

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C) Model ka size

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D) Training time

Topic 6

🔗 Navigation

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Comparison

📊 Extraction Attack Comparison

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Membership Inference: "Was X in…

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Model Inversion: "What does class look…

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Verbatim Extraction: "What exact text…

Quick Quiz

Quiz — Question 1

🔓 Topic 25: Training Data Extraction Attacks ka sabse sahi definition kya hai?

Complete! 🎉

🔓 Topic 25: Training Data Extraction Attacks Complete!

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