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🕵️ Topic 45: LLM Data Extraction

Course: AI Security — Section 5: LLM Security Topic: 45 of 70 | Prev:…

Overview

🕵️ Topic 45: LLM Data Extraction — Quick Facts

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Prev: [44-LLM-Hallucination-Security.md](44-LLM-Hallucination-Security.md): Next: 46-LLM-Security-Tools.md

Topic 1

🎯 Overview

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Data Extraction = attacker LLM se…

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Training data extraction: model se…

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System prompt extraction: hidden…

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Membership inference: pata karna…

Topic 2

⚡ Data Extraction Attack Taxonomy

💾 ` ┌──────────────────────────────────────────────────────────────┐ │ LLM DATA EXTRACTION…

Topic 3

🐍 Complete Python Implementation

🗄️ `python ============================================================ LLM Data Extraction…

Topic 4

📊 Extraction Attacks vs Defenses

📈 | Attack | Technique | Defense | |--------|-----------|---------| | Training Data |…

Topic 5

❓ Quiz — 5 MCQs

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A) Model weights download karte…

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B) Attacker carefully crafted…

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C) Database hack karte hain

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D) API key chura lete hain

Topic 6

🔗 Navigation

📉 ⬅️ Previous: 44-LLM-Hallucination-Security.md | ➡️ Next: 46-LLM-Security-Tools.md

Comparison

📊 Extraction Attacks vs Defenses

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Training Data: Completion prompts

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System Prompt: Direct asking, encoding…

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Membership Inference: Repeated queries,…

Quick Quiz

Quiz — Question 1

🕵️ Topic 45: LLM Data Extraction ka sabse sahi definition kya hai?

Complete! 🎉

🕵️ Topic 45: LLM Data Extraction Complete!

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