Auditing Data Privacy for Machine Learning

Auditing Data Privacy for Machine Learning

USENIX Enigma Conference via YouTube Direct link

Intro

1 of 13

1 of 13

Intro

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Auditing Data Privacy for Machine Learning

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  1. 1 Intro
  2. 2 Main Takeaways . There is a difference between confidentiality and privacy
  3. 3 Privacy Regulations
  4. 4 Indirect Privacy Risks in Machine Learning
  5. 5 Machine Learning as a Service Platforms
  6. 6 Large Language Models
  7. 7 Federated Learning Algorithms
  8. 8 Membership Inference Attack
  9. 9 Al Regulations and Guidelines
  10. 10 Example: Language Generative Model
  11. 11 Examples of Vulnerable Training Data
  12. 12 Example: Image Classification Tasks
  13. 13 Auditing Data Privacy for Machine Learning

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