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Why Machine Learning for Security
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Classroom Contents
Attacking Machine Learning Methods Used for Detection of Cyber Attack
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- 1 Introduction
- 2 Who am I
- 3 About my work
- 4 Application domains
- 5 Why Machine Learning for Security
- 6 Machine Learning in Practice
- 7 Model Stealing
- 8 Model Inversion
- 9 Evasion Attack
- 10 Other Attacks
- 11 How does it work
- 12 How can we automate
- 13 Publicly available libraries
- 14 Intra transferability
- 15 Why
- 16 Can we defend
- 17 First defense
- 18 Defensive distillation
- 19 Defensive mentality
- 20 Effective defenses
- 21 Evolution Scenario
- 22 Cross Transfer Ability
- 23 Limitations
- 24 Conclusion
- 25 Questions
