USC Schedule of Classes

Spring 2025

classes begin
registration begins

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
39669R001Lecture10:00-10:50amMWF28 of 40Guillermo Reyes SoutoWPH207session dates
Information accurate as of December 22, 2024 5:52 am.
Want to provide feedback on the upcoming redesign of Schedule of Classes? Join our Beta Software Program!