USC Schedule of Classes

Fall 2024

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
39676R001Lecture2:00-2:50pmMWF19 of 40KAP163session dates
Information accurate as of May 19, 2024 12:14 pm.