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🌐 Topic 34: Federated Learning Security

Course: AI Security — Section 4: Model Security Topic: 34 of 70 | Prev:…

Overview

🌐 Topic 34: Federated Learning Security — Quick Facts

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Topic 1

🎯 Overview

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Federated Learning (FL) = data…

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Privacy benefit: raw data share…

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Attacks: gradient inversion, model…

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Defenses: secure aggregation, DP…

Topic 2

⚡ FL Security Threat Model

🛡️ ` ┌────────────────────────────────────────────────────────────────┐ │ FEDERATED LEARNING…

Topic 3

🐍 Complete Python Implementation

🔑 `python ============================================================ Federated Learning…

Topic 4

📊 FL Aggregation Defense Comparison

Topic 5

❓ Quiz — 5 MCQs

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A) Koi issue nahi

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B) Gradient updates se original…

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C) Server down hota hai

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D) Network slow hai

Topic 6

🔗 Navigation

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Comparison

📊 FL Aggregation Defense Comparison

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FedAvg: None (vulnerable)

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Median: Up to 50% malicious

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Trimmed Mean: Configurable

Quick Quiz

Quiz — Question 1

🌐 Topic 34: Federated Learning Security ka sabse sahi definition kya hai?

Complete! 🎉

🌐 Topic 34: Federated Learning Security Complete!

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