Defeating Machine Learning - Systemic Deficiencies for Detecting Malware

Defeating Machine Learning - Systemic Deficiencies for Detecting Malware

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Crowd Sourcing

20 of 21

20 of 21

Crowd Sourcing

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Defeating Machine Learning - Systemic Deficiencies for Detecting Malware

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  1. 1 Intro
  2. 2 Who are we
  3. 3 Agenda
  4. 4 Security landscape 30 years ago
  5. 5 Sandbox evasion techniques
  6. 6 Security posture today
  7. 7 Machine learning
  8. 8 Supervised machine learning
  9. 9 Potential vulnerabilities of machine learning
  10. 10 Common model problem
  11. 11 Machine Learning Security Solutions
  12. 12 Our Lab
  13. 13 Obfuscating
  14. 14 Balancing Replacement and Addition
  15. 15 Efficacy Results
  16. 16 Benefits
  17. 17 Summary
  18. 18 Vulnerability Testing
  19. 19 Continuous Learning
  20. 20 Crowd Sourcing
  21. 21 Feature Vectors

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