42 modules · 2 tiers · powered by OpenMAIC

Learn Transformers.

A complete course on the architecture behind modern AI — from tokenization to video generation. Read at your own pace, or step into an interactive AI classroom.

Self-paced Read The original 42-module course with interactive demos, SVG illustrations, and audio narration. Navigate at your own speed. Start reading →
Interactive Enter Classroom AI teacher + AI peer agents lecture, discuss, and quiz you through each topic. Two difficulty tiers: high school and college. Enter classroom →
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Two difficulty tiers

Every classroom session is available in two versions, designed for different backgrounds and learning goals.

High School

Grades 10-11

Accessible explanations using everyday analogies and visual intuitions. Designed for students with basic math (algebra) but no prior ML experience.

  • Real-world analogies (social media, search, games)
  • Step-by-step visual breakdowns
  • Formulas explained in plain English first
  • Interactive simulations for every concept
  • Multiple-choice quizzes per module
College Advanced

Years 2-3

Full mathematical formulations, gradient derivations, and 2026 research frontiers. For CS/engineering majors who want depth.

  • Matrix operations and loss derivations
  • PyTorch code snippets and implementation details
  • 2026 research trends and open questions
  • Whiteboard-style formula walkthroughs
  • Conceptual + computational challenge quizzes

Curriculum