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Feb 05, 2025
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MATH 4377 - Mathematics of Machine Learning
Credits: 3
Mathematics and algorithms of basic machine learning methods, emphasizing those for regression, classification, and data analysis. Linear models of regression and classification, basis expansion, regularization, support vector machines, deep neural networks and stochastic gradient descent, principal component analysis, and clustering algorithms. Prerequisites: C- or higher in each of the following: MATH 1338 or MATH 1340 ; MATH 3304 , CS 1340 , CS 1341 , or CS 1342 ; and DS 2302 , STAT 2331 , STAT 3300 , or STAT 4340 /CS 4340 /EMIS 3340 /ECE 3360 . (*updated* 11/29/2021; effective spring 2022)
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