USC Schedule of Classes

Fall 2021

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.
SectionSessionTypeTimeDaysRegisteredInstructorLocationSyllabusInfo
39676D001Lecture2:00-2:50pmMWF15 of 40Guillermo Reyes SoutoKAP163PDF (58592 KB)session dates
Information accurate as of March 10, 2022 2:00 pm.