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Intro
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Classroom Contents
Building Realistic Machine Learning Systems for Security
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- 1 Intro
- 2 Machine Learning is necessary for detecting malware at scale
- 3 Let's build a malware detector using machine learning
- 4 What is malware?
- 5 Professional Heuristics for Ground Truth
- 6 Does the overall performance of the classifiers matter?
- 7 Adversarial attacks: feature space vs problem space
- 8 Are adversarial attacks harmful to users?
- 9 Is evading one classifier enough?
- 10 Who is the adversary?
- 11 Questions?
