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Intro
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Classroom Contents
Securing Big Data in the Age of Artificial Intelligence
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- 1 Intro
- 2 Big Data Revolution: Changing Landscape
- 3 Challenges for Big Data
- 4 Other Approach: Use Hardware Support for Efficient Oblivious Data Processing
- 5 How to Support Data Obliviousness ??
- 6 Support for Basic Data Science
- 7 Experimental Evaluation
- 8 Comparison with ObliVM
- 9 Federated Learning: Privacy vs Robustness
- 10 Backdoor Attacks in FL context
- 11 Overview
- 12 Experiments
- 13 Comparison with Other Defenses - IID
- 14 Conclusion: FL Poisoning Attacks
- 15 Attacking models to improve privacy and fairness
- 16 Example: Attacking Image Classifiers
- 17 Domain constraint Example
- 18 Example: Prevent Gender Prediction
- 19 Change Images Using Glasses
- 20 Questions?
