Course Outline
Introduction to AI Red Teaming
- Understanding the AI threat landscape.
- The role of red teams in AI security.
- Ethical and legal considerations.
Adversarial Machine Learning
- Types of attacks: evasion, poisoning, extraction, and inference.
- Generating adversarial examples (e.g., FGSM, PGD).
- Differentiating between targeted and untargeted attacks, along with success metrics.
Testing Model Robustness
- Evaluating robustness under various perturbations.
- Identifying model blind spots and failure modes.
- Stress testing classification, vision, and NLP models.
Red Teaming AI Pipelines
- Analyzing the attack surface of AI pipelines (data, model, and deployment layers).
- Exploiting insecure model APIs and endpoints.
- Reverse engineering model behavior and outputs.
Simulation and Tooling
- Utilizing the Adversarial Robustness Toolbox (ART).
- Conducting red teaming with tools such as TextAttack and IBM ART.
- Employing sandboxing, monitoring, and observability tools.
AI Red Team Strategy and Defense Collaboration
- Developing red team exercises and defining objectives.
- Effectively communicating findings to blue teams.
- Integrating red teaming activities into AI risk management frameworks.
Summary and Next Steps
Requirements
- A solid understanding of machine learning and deep learning architectures.
- Practical experience with Python and ML frameworks (such as TensorFlow or PyTorch).
- Familiarity with cybersecurity principles or offensive security techniques.
Target Audience
- Security researchers.
- Offensive security teams.
- Professionals involved in AI assurance and red teaming.
Testimonials (2)
I really enjoyed learning about AI attacks and the tools out there to begin practicing and actively using for security testing. I took a lot of knowledge away which I didn't have at the beginning and the course met what I hoped it would be. My favorite part shown from the training was Comet Browser and was amazed at what it could do. Definitely something will be looking into more. Overall it was a great course and enjoyed learning all OWASP GenAI Top 10.
Patrick Collins - Optum
Course - OWASP GenAI Security
The profesional knolage and the way how he presented it before us
