AI Security for Developers
Free, hands-on training for developers to build, red team, and evaluate AI systems.
AI from zero to transformers
Understand of how machines 'learn', from neural net building blocks to transformer models.
Red-teaming and hardening
Adversarial ML, prompt injection, data exfiltration and jailbreaks — plus guardrails and mitigations.
Safety and evaluation
AI safety considerations, and how to evaluate model behaviour.
Free to all
Open source, self-paced course online with some taught sessions.
Minimal overhead
Exercises run on laptop CPU or free-tier Colabs - no need for expensive GPUs.
Developer-first
Short lessons, real code, theoretical readings and practical implementations.