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
Solving general linear equations using Matlab
Low rank approximation and extremal gain problems