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Intro
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Classroom Contents
Secure Because Math - A Deep-Dive on Machine Learning-Based Monitoring
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- 1 Intro
- 2 whoami
- 3 Security Singularity Approaches
- 4 Guess the Year!
- 5 A little history
- 6 Three Letter Acronyms - KDD
- 7 Trolling, maybe?
- 8 Not here to bash academia
- 9 A Probable Outcome
- 10 ML Marketing Patterns
- 11 Anomaly Detection
- 12 AD: Curse of Dimensionality
- 13 A practical example
- 14 A MORE practical example
- 15 Breaking the Curse
- 16 AD: Normality-poisoning attacks
- 17 AD: Hanlon's Razor
- 18 What about User Behavior?
- 19 Classification!
- 20 Lots of Malware Activity
- 21 Everyone makes mistakes!
- 22 What about the Ground Truth?
- 23 But what about data tampering?
- 24 And what about false positives?
- 25 Buyer's Guide
- 26 MLSec Project
