UMD CMSC 726 Entire Class

University of Maryland CMSC 726 Machine Learning Entire Class


An introduction to modern statistical data analysis using machine learning techniques. The course quickly surveys elementary statistical models (decision trees, nearest neighbors, and linear regression) and moves on to more complex algorithms such as support vector machines, boosting, neural networks, structured prediction, apprenticeship learning, online learning, bandits, recommender systems, and reinforcement learning. Throughout an emphasis is placed on mathematical rigor.

Note: This entire class includes discussions, assignments, course projects, and exams.

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