An Illustrated Introduction to Linear Algebra

This is a good visual refresher for the linear algebra that shows up everywhere in ML systems: vectors, matrices, transformations, projections, and the geometry behind model representations.

Keeping it because the best ML explanations usually become easier once the shapes feel physical instead of symbolic.