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Machine Learning (ML) Systems
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Classroom Contents
Stealing Machine Learning Models via Prediction APIs
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- 1 Intro
- 2 Machine Learning (ML) Systems
- 3 Model Extraction Attacks (Prior Work)
- 4 Main Results
- 5 Model Extraction Example: Logistic Regression
- 6 Generic Equation Solving Attacks
- 7 Online Attack AWS Machine Learning
- 8 Application: Model-Inversion Attacks Infer training data from trained models Fredrikson et al.- 2015
- 9 Extracting a Decision Tree
- 10 Countermeasures
- 11 Brief Announcement
- 12 Conclusion
- 13 Generic Model Retraining Attacks
