Build skills for
modern AI.
Explore practical techniques for large language models (LLMs), vision-language models (VLMs), diffusion models, and embodied AI. Build agents, connect tools, ground answers in evidence, and evaluate model behavior.
Each lab includes a self-contained practice notebook, clear instructions, checks, and a worked solution.
A Plus or Pro subscription is required to open the lessons and notebooks. End-to-end projects require Pro. Sign in and choose your subscription on the Plans page.
Build a complete AI project
Put individual techniques together in real-world projects with real data, starter code, tests, notebooks, and reference solutions. Track your progress through each milestone.
Explore Pro projectsExplore by topic
Choose the technique you want to practise. Each lab supplies its own starting data and helpers, so you can focus on the topic that matters to you.
Your earlier progress
Your previous lesson records are saved here.
Beginner: Learn one idea with a small example.
Intermediate: Build a useful component and test its edge cases.
Challenge: Work through an algorithm or connect several ideas.