Free open-source AI engineering course builds every algorithm from raw math before frameworks

ghumare64 · x · 2026-10-25

Rohit Ghumare maintains AI Engineering from Scratch, a free MIT-licensed curriculum spanning linear algebra to autonomous agent swarms. Every lesson derives the math first, then implements backprop, tokenizers, attention, and the agent loop by hand before PyTorch appears.

Lessons come in Python, TypeScript, Rust, and Julia and run locally. A standout feature: install it via npx skills add rohitg00/ai-engineering-from-scratch and any SKILL.md agent (Claude, Cursor, Codex) becomes your tutor with placement quizzes, personalized paths, and interactive terminal lessons.

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