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No Silver Bullet - Multi Contextual Threat Detection via Machine Learning
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- 1 Intro
- 2 Who are we
- 3 What is big data
- 4 Processing big data
- 5 Current technologies
- 6 Utility of technologies
- 7 What is Machine Learning
- 8 Modeling an adversary
- 9 Defense at scale
- 10 Building custom solutions
- 11 Search space
- 12 Benefits of ML
- 13 Linear model
- 14 Random forest
- 15 Threat Surfaces
- 16 Use Cases
- 17 Workflows
- 18 Architecture
- 19 Exploit sequence
- 20 Centralizing
- 21 Monitoring
- 22 Labeling
- 23 Demo