Interactive visualizations that make machine learning visible, from linear algebra to agentic AI.
Tokens flow into a transformer, attention connects meaning across words, and new tokens emerge one by one. This is how LLMs generate language.
Modern AI agents observe their environment, reason about goals, plan multi-step strategies, and use tools to take action -- all autonomously.
Every algorithm comes alive through interactive visualizations you can drag, tweak, and explore.
Watch data flow through layers of neurons as the network learns
See which tokens attend to which in the self-attention matrix
Watch the optimizer find the minimum of the loss landscape
Follow documents from embedding to retrieval to generation
12 structured tracks take you from absolute beginner to building production AI systems. Each track builds on the last.
Lessons
Visualizations
Tracks
Learners
Join learners exploring machine learning through the most interactive visualizations on the web.