Adversarial Machine Learning

Attack ML Models

Craft adversarial examples.

Types

Evasion. Poisoning. Extraction.

FGSM

Fast gradient sign method. One-step attack.

Defenses

Adversarial training. Input preprocessing. Certified defenses.

Key Takeaways

1. FGSM attack
2. Adversarial training
3. Certified robustness