USC Schedule of Classes

Fall 2022

Mathematics 447:

Mathematics of Machine Learning (4.0 units)

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.
39676D001Lecture2:00-2:50pmMWF36 of 40Stanislav MinskerKAP163PDF (146126 KB)session dates
Information accurate as of March 6, 2023 7:39 am.