USC Schedule of Classes

Spring 2025

classes begin
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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
39669D001Lecture10:00-10:50amMWF32 of 40Guillermo Reyes SoutoWPH207session dates
Information accurate as of February 1, 2025 7:52 pm.
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