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.
Enter Level 1 →Level 1.5 · Agents
Ten clickable stations — the agent loop, tools, memory, architectures, and safety. The mental model before you build.
Enter Level 1.5 →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.
Enter Level 2 →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.