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Mar 14, 2025
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MATH 447 Mathematics of Machine Learning Units: 4 Terms Offered: FaSp Mathematical aspects of Machine Learning. PAC Learning, VC-dimension and complexity. Linear predictors (regression, perceptron, SVM). Convex learning and gradient descent. Neural networks and backpropagation. Prerequisite: MATH 408 and (MATH 225 or MATH 235 ) Instruction Mode: Lecture Grading Option: Letter
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