For developers & engineers

Learn AI from first principles. Apply it to real problems.

Hands-on courses that take you from the math and mechanics behind AI systems to production-ready implementations. No black boxes — you build every layer yourself, then apply what you learn to solve actual business problems.

Executable Python labs in the browser·Incremental, validation-driven exercises·Built for engineers who ship

Courses

Each course is a self-contained path from concept to implementation. Work through theory, write code, and validate your understanding at every step.

Build Your Own LLM

6 modules · 18 lessons

Go from raw text to a working language model. Covers data pipelines, tokenization, transformer architecture, training loops, and post-training — all with hands-on Python labs.