Stage 01 · Milestone
Solve 10 NumPy exercises that involve matrix operations and probability calculations.
Living document — last revised May 2026
The path from linear algebra
to production AI systems.
Ten stages. No filler, no detours. Each section names what to learn, why it matters, and the exact resource to learn it from. Built for engineers who already ship — and want to ship AI.
The Index
01 → 10The Rule
Ship something with every concept within forty-eight hours.
One project that grows beats ten tutorial repos. The map is finite — the work isn't. Pick stage one, open a terminal, and start.