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In Progress: We will investigate the common portfolio optimization methods and explore new ways to improve on this. We will start by building Minimum-Varance Portfolios, Maximum Sharpe Ratio portfolio, and building the efficient frontier. We will then investigate Kalman filters, and better ways to estimate the covariance matrix.