Skill Topic · Cinematic

🔒 Topic 33: Differential Privacy in ML

Course: AI Security — Section 4: Model Security Topic: 33 of 70 | Prev:…

Overview

🔒 Topic 33: Differential Privacy in ML — Quick Facts

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Topic 1

🎯 Overview

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Differential Privacy (DP) =…

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Core idea: ek person ka data ho ya…

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ε (epsilon) = privacy budget —…

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ML me DP-SGD = training me…

Topic 2

⚡ Differential Privacy Mechanism

🔬 ` ┌────────────────────────────────────────────────────────────┐ │ DIFFERENTIAL PRIVACY…

Topic 3

🐍 Complete Python Implementation

📈 `python ============================================================ Differential Privacy…

Topic 4

📊 DP Mechanism Comparison

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❓ Quiz — 5 MCQs

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A) Weak privacy

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B) Strong privacy — output ek…

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C) Fast training

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D) Better accuracy

Topic 6

🔗 Navigation

🔍 ⬅️ Previous: 32-Model-Robustness-Testing.md | ➡️ Next: 34-Federated-Learning-Security.md

Comparison

📊 DP Mechanism Comparison

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Laplace: Laplace(0, Δf/ε)

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Gaussian: N(0, σ²)

Quick Quiz

Quiz — Question 1

🔒 Topic 33: Differential Privacy in ML ka sabse sahi definition kya hai?

Complete! 🎉

🔒 Topic 33: Differential Privacy in ML Complete!

Aliens School · HIEN · Cinematic Knowledge

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