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Privacy-Aware Compression for Federated Learning

Privacy-Aware Compression for Federated Learning

Google TechTalks via YouTube Direct link

Local Differential Privacy

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Local Differential Privacy

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Classroom Contents

Privacy-Aware Compression for Federated Learning

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  1. 1 Introduction
  2. 2 Challenges in Federated Learning
  3. 3 Simple example
  4. 4 Local Differential Privacy
  5. 5 What do we need
  6. 6 Privacy Mechanism
  7. 7 Full Algorithm
  8. 8 Metric Differential Privacy
  9. 9 Interpolated MBU
  10. 10 Conclusion
  11. 11 Questions

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