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Weaknesses Inherent to Machine Learning
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Classroom Contents
Mirror Chess - Why Mature, Predictable Security Is a Disaster
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- 1 Intro
- 2 The Mirror Chess Problem
- 3 The Three Mirror Chess Problems
- 4 Ransomware for Misdirection (and Profit)
- 5 Traditional Investment Pyramid
- 6 Leaky Abstraction
- 7 Adversaries can determine how security teams spend their time
- 8 Adversaries get defenders to do their dirty work for them
- 9 Migrations
- 10 Asymmetry in Rate of Innovation
- 11 Weaknesses Inherent to Machine Learning
- 12 The Basic Complications
- 13 Traditional countermeasures can be ignored
- 14 Noise to signal ratio
- 15 Behavior Changes, Invalidating Patterns
- 16 Policy-driven systems become counterproductive with scale
- 17 Machine Learning as Building Block for Next Gen Sec
- 18 The Next Generation
- 19 What good looks like - E.g. the incident Response Challenge
- 20 Strategies for Risk Reduction
- 21 How to apply
- 22 Established Doctrine of Risks
