Why Security Data Science Matters and How It's Different

Why Security Data Science Matters and How It's Different

Black Hat via YouTube Direct link

Another potential mitigation

12 of 12

12 of 12

Another potential mitigation

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Why Security Data Science Matters and How It's Different

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  1. 1 Intro
  2. 2 Presentation Overview
  3. 3 Some definitions: training data, test data, prediction, generalization
  4. 4 Why clustering matters
  5. 5 Classification
  6. 6 Why regression matters
  7. 7 Visualization design principles
  8. 8 The presence of an adversary
  9. 9 The false positive problem
  10. 10 A machine learning based detection fail due to false positives
  11. 11 The need for interpretability
  12. 12 Another potential mitigation

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