MATH 447

Mathematics of Machine Learning

University of Southern California · UGRD · Fall 2026

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Catalog description

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.

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C

FullSeats: 30/30 seats Last recorded: Aug 8, 2026, 10:16 PM
Class #39676Fall 2026UGRD4.0 credits
0 available30 enrolled30 capacity
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MWF 14:00-14:50
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Instructor
Guillermo Reyes Souto
Details checked 7 hours agoSeats checked 7 hours ago
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