What I do
- Understand adversarial attacks
- Build robust models
- Test model security
- Apply adversarial training
When to use me
When building secure or robust ML systems.
Key Concepts
- Adversarial examples
- FGSM, PGD attacks
- Adversarial training
- Defensive methods
- Certified robustness
- Model extraction
- Backdoor attacks