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AI education, organized for discovery

Learn AI by building intuition.

A practical, first-principles reference for understanding how AI works.

Move from mathematical foundations to working models, agentic workflows, and production systems through visual explanations and runnable examples.

A better way to learnConcept → Example → Math → Implementation

Each guide connects the mental model to code you can run and inspect.

Explore the library

Choose your learning path

Browse the curriculum by the kind of understanding you want to build next.

Inside every guide

Learn by making connections

Every topic moves from a clear idea to code, math, and the decisions that matter in production.

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01

See the mental model

Visual intuition and plain-language explanations come before complex syntax.

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02

Run a small example

Minimal Python examples make each idea concrete and inspectable.

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03

Connect it to practice

Math, implementation notes, and production gotchas show why the idea matters.