This text was developed over many years while teaching the graduate course in mul- tivariate analysis in the Department of Statistics, University of Illinois at Urbana- Champaign. Its goal is to teach the basic mathematical grounding that Ph. D. stu- dents need for future research, as well as cover the important multivariate techniques useful to statisticians in general.