Additional background notes.
Basic notation
Matrix primer notes (slides 1 | slides 2 | slides 3 | quizzes) (All of this material should be very familiar to you.)
Crimes against matrices
Least squares and least norm solutions using Matlab
Derivative, gradient, and Lagrange multipliers
Solving general linear equations using Matlab
Table of Laplace transforms
Low rank approximation and extremal gain problems