Your AI learning path
Three levels — each with a guide to learn from and hands-on Colab workbooks to build with. Start wherever you're ready. Most students go in order.
Level 1 → Level 1.5 → Level 2
The path
Understand it, learn how agents work, then build and ship your own.
Level 1 · Foundations
Meet AI, learn how models really work, and get great at prompting. No coding needed to start — this is the “understand it” level.
Level 1.5 · Agents
Ten clickable stations — the agent loop, tools, memory, architectures, and safety. The mental model before you build.
Level 2 · Build Agents
A 4-week hands-on track: build your first agent, work with real data on Kaggle, run a mini-hackathon, and publish a portfolio-ready project.
Calculator vs. LLM
Both run on nothing but electricity and microscopic switches. One gives you an exact answer, the same way every time. The other gives you its best guess. A visual, jargon-free deep dive.
Before you build
The workbooks run on Google Colab using a free Gemini API key — no credit card. Grab a key, download a workbook, and in Colab choose File → Upload notebook.