SecureML - A System for Scalable Privacy-Preserving Machine Learning

SecureML - A System for Scalable Privacy-Preserving Machine Learning

IEEE Symposium on Security and Privacy via YouTube Direct link

Intro

1 of 12

1 of 12

Intro

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SecureML - A System for Scalable Privacy-Preserving Machine Learning

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  1. 1 Intro
  2. 2 Privacy-preserving Machine Learning
  3. 3 Our Contributions
  4. 4 Privacy-preserving Linear Regression
  5. 5 Decimal Multiplications in Integer Fields
  6. 6 Truncation on shared values
  7. 7 Effects of Our Technique
  8. 8 Privacy-preserving Logistic Regression
  9. 9 Experiments Results: Linear Regression
  10. 10 Experiments Results: Logistic Regression
  11. 11 Experiments: Neural Networks
  12. 12 Summary

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