This repository contains the materials of the short course An Introduction to Trustworthy Machine Learning offered through the International Artificial Intelligence Doctoral Academy (AIDA).
Host organizer: Idiap Research Institute
- Day 1
- Introduction to privacy and personal data
- Differential privcy: definition, properties, and mechanisms
- Differentially private machine learning
- Rényi differential privacy
- Hands-on tutorial
- Day 2
- Introduction to adversarial examples
- Defenses against adversarial examples
- Adversarial examples for privacy protection
- Hands-on tutorial