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Goal: Can You Break Machine Learning?
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Classroom Contents
Bot vs. Bot for Evading Machine Learning Malware Detection
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- 1 Bot vs. Bot: Evading Machine Learning Malware Detection
- 2 Why Machine Learning
- 3 Goal: Can You Break Machine Learning?
- 4 Yes! And it can be automated!
- 5 Taxonomy of ML Attacks in infosec
- 6 Related Work: full access to model
- 7 Related Work: attack score reporter
- 8 Summary of Previous Works
- 9 Atari Breakout: an Al
- 10 Learning rewards and credit assignment
- 11 Anti-malware evasion: an Al
- 12 The Agent's State Observation
- 13 The Agent's Manipulation Arsenal
- 14 The Machine Learning Model
- 15 Evasion Results
- 16 Model Hardening Strategies
- 17 Thank you!
