1. Fundamentals – (A) Matrices and Linear Algebra
by pheris
The Khan Academy has a basic, high-school-level, interactive matrices tutorial, but I would recommend their college-level linear algebra tutorials:
It is especially useful to be familiar with eigenvalues, eigenvectors, and eigenvectors.