Adversarial AI Attacks, Mitigations, and Defense Strategies

Table of Contents

1. Getting Started with AI
2. Building Our Adversarial Playground
3. Security and Adversarial AI
4. Poisoning Attacks
5. Model Tampering with Trojan Horses and Model Reprogramming
6. Supply Chain Attacks and Adversarial AI
7. Evasion Attacks against Deployed AI
8. Privacy Attacks – Stealing Models
9. Privacy Attacks – Stealing Data
10. Privacy-Preserving AI
11. Generative AI – A New Frontier
12. Weaponizing GANs for Deepfakes and Adversarial Attacks
13. LLM Foundations for Adversarial AI
14. Adversarial Attacks with Prompts
15. Poisoning Attacks and LLMs
16. Advanced Generative AI Scenarios
17. Secure by Design and Trustworthy AI
18. AI Security with MLSecOps
19. Maturing AI Security