Predicting Exploitability - Forecasts for Vulnerability Management

Predicting Exploitability - Forecasts for Vulnerability Management

RSA Conference via YouTube Direct link

The Future

10 of 29

10 of 29

The Future

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Predicting Exploitability - Forecasts for Vulnerability Management

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  1. 1 RSAConference 2018
  2. 2 3 Types of Data-Driven
  3. 3 THE PROBLEM
  4. 4 Retrospective Model: CVSS
  5. 5 Real-Time - The Data
  6. 6 Positive Predictive Value of Remediating
  7. 7 FUTURE OF DATA PAST
  8. 8 EXPLOITABILITY
  9. 9 Learning Machine Learning
  10. 10 The Future
  11. 11 Enter: AWS ML
  12. 12 All Models
  13. 13 Predictive - The Expectations
  14. 14 Baseline
  15. 15 LMGTFY
  16. 16 Moar Simple?
  17. 17 Measuring Performance
  18. 18 Patches
  19. 19 Affected Software
  20. 20 Words!
  21. 21 Vulnerability Prevalence
  22. 22 Model 6: "Highly Likely"
  23. 23 Future Work
  24. 24 Takeaways
  25. 25 Machine Learning = ROBOT Unicorns + Rainbows
  26. 26 The Takeaway
  27. 27 Putting It All Together
  28. 28 Model 6: "Most Likely"
  29. 29 Attackers Are Fast

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