Here, you can find some introductory notes and some useful links: 

• Linear algebra 
• Stochastic processes 
• The matrix cookbook 
• The elements of style
• Ph.D. comics
• xkcd
• The excellent textbook Spectral analysis of signals by Stoica & Moses (freely available).