Week 11

Privacy-Preserving Machine Learning

Section 3 - HOW

Monday, April 6

Differential Privacy & Federated Learning (Unit 8.1–8.2)

  • 8.1 Differential privacy: concepts, mechanisms, and privacy-utility tradeoffs
  • 8.2 Federated learning: architecture, security considerations, and applications

Slide Deck

Presentation 17: Differential Privacy & Federated Learning

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Interactive Demo

Differential Privacy & Federated Learning Explainer →

Wednesday, April 8

Continued discussion & midterm-project workshop time

  • — Continued discussion of Unit 8 topics; in-class midterm-project workshop time.

Note

Units 8.3 (Homomorphic Encryption) and 8.4 (Secure Multi-Party Computation) appeared on the original syllabus but were not delivered in class — they are not in scope for the final exam.

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