The following is from http://titan.colorado.edu/courses.d/IFEM.d/ and can serve as a good refresher for matrix algebra.

Appendix A Index . Vector Algebra
Refresher.

Appendix B Index . Matrix Algebra
Refresher.

Appendix C Index . A Continuation
of Appendix B.

Appendix D Index . Matrix Calculus
Summary.