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Machine Learning Has Side Benefits
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Classroom Contents
Those Don't Matter! Effective Prioritization Through Exploit Prediction
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- 1 Intro
- 2 The Modern Stack is COMPLEX
- 3 Vulnerability Volume Increasing
- 4 Remember the Recall
- 5 What Matters for Scoring
- 6 Measuring Remediation Strategies
- 7 Coverage & Efficiency, Explained
- 8 Coverage / Efficiency Tradeoff
- 9 Current Attacker Velocity
- 10 Factoring in Velocity
- 11 The Case for Prediction
- 12 What Is Machine Learning?
- 13 Data Sources: CVE Enrichment Projects
- 14 Data Sources: Exploit Code & Observations
- 15 Type of Algorithms
- 16 Supervised Classification
- 17 Predictive - The Expectations
- 18 Coverage Efficiency Tradeoffs
- 19 Machine Learning Has Side Benefits
- 20 Lesson: Probability is our friend
