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Implementation code for machine learning algorithms such as Logistic Regression, K-Nearest Neighbors, Decision Tress, Random Forest, Gradient Ascent, Cross Sectional Estimator and Principal Component Analysis completed as part of IMT 574 assignments at University of Washington.