Learn AI by Building It

The only way to truly understand AI is to build it.

Courses

Guided paths from first principles to working code.

Build ChatGPT from Scratch

From raw text to a working GPT. You'll implement every component of a transformer-based language model from the ground up.

TransformersPyTorchGPT
Start Building
Planned

Diffusion from Scratch

Build an image generator from pure noise. Understand how Stable Diffusion actually works.

GenerativeVisionU-Net
Locked

How It Works

01

Theory First

Understand the why before the how.

02

Build It Yourself

Write real PyTorch. No magic imports.

03

Make It Work

Train on real data. End with something you can use.