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🛡️ Topic 15: Adversarial Training

Course: AI Security — Section 2: Adversarial Machine Learning Topic: 15 of 70 | Prev:…

Overview

🛡️ Topic 15: Adversarial Training — Quick Facts

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Prev: [14-Physical-Adversarial.md](14-Physical-Adversarial.md): Next: 16-Input-Preprocessing.md

Topic 1

🎯 Overview

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Adversarial Training (AT) = model…

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"BEST single defense" against…

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Madry et al. (2018): PGD-AT = gold…

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Cost: 3-10x slower training +…

Topic 2

⚡ Adversarial Training Concept

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

Topic 3

🐍 Complete Python Implementation

💡 `python ============================================================ Adversarial Training…

Topic 4

📊 AT Methods Comparison

Topic 5

❓ Quiz — 5 MCQs

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A) max_θ max_δ J

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B) min_θ E[max_δ J(θ, x+δ, y)] —…

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C) min_δ min_θ J

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D) random J

Topic 6

🔗 Navigation

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Comparison

📊 AT Methods Comparison

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Standard: 95%

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FGSM-AT: 89%

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PGD-AT: 84%

Quick Quiz

Quiz — Question 1

🛡️ Topic 15: Adversarial Training ka sabse sahi definition kya hai?

Complete! 🎉

🛡️ Topic 15: Adversarial Training Complete!

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