In this project, the Markowitz mean-variance portfolio theory is first introduced from a purely mathematical point of view. From there, we motivate another interesting concept: the capital asset pricing model (CAPM). Finally, using historical stock data, we plot the efficient frontier for a portfolio, and lay down our conclusions and inferences.