Mar 14, 2025  
USC Catalogue 2024-2025 
    
USC Catalogue 2024-2025

MATH 447 Mathematics of Machine Learning

Units: 4
Terms Offered: FaSp
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.
Prerequisite: MATH 408  and (MATH 225  or MATH 235 )
Instruction Mode: Lecture
Grading Option: Letter