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