Secure Because Math - A Deep-Dive on Machine Learning-Based Monitoring

Secure Because Math - A Deep-Dive on Machine Learning-Based Monitoring

Black Hat via YouTube Direct link

Three Letter Acronyms - KDD

6 of 26

6 of 26

Three Letter Acronyms - KDD

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Secure Because Math - A Deep-Dive on Machine Learning-Based Monitoring

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  1. 1 Intro
  2. 2 whoami
  3. 3 Security Singularity Approaches
  4. 4 Guess the Year!
  5. 5 A little history
  6. 6 Three Letter Acronyms - KDD
  7. 7 Trolling, maybe?
  8. 8 Not here to bash academia
  9. 9 A Probable Outcome
  10. 10 ML Marketing Patterns
  11. 11 Anomaly Detection
  12. 12 AD: Curse of Dimensionality
  13. 13 A practical example
  14. 14 A MORE practical example
  15. 15 Breaking the Curse
  16. 16 AD: Normality-poisoning attacks
  17. 17 AD: Hanlon's Razor
  18. 18 What about User Behavior?
  19. 19 Classification!
  20. 20 Lots of Malware Activity
  21. 21 Everyone makes mistakes!
  22. 22 What about the Ground Truth?
  23. 23 But what about data tampering?
  24. 24 And what about false positives?
  25. 25 Buyer's Guide
  26. 26 MLSec Project

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