STA4362

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Statistical Machine Learning

Mathematics and Statistical Sciences/CASE Undergraduate CASE - Col of Arts,Sciences&Education

Subject code

STA

Catalog Number

4362

Course Title

Stat Machine Learning

Career

Undergraduate

Course Description

Linear/Logistic/Penalized Regression, Linear Discriminant Analysis, k-Nearest Neighbors, Splines, Decision Trees, Bagging/Boosting, Support Vector Machines, PCA, Cluster Analysis, Deep Learning. Prerequisite: STA4322 Intro Math Stat ll, STA4234 Intro Regression Analysis, MAP 4202 Optimization + Lab, COP 3337 Computer Programming II. Corequisite: Statistical Machine Learning STA 4362L

Minimum Credits

3

Maximum Credits

3

Repeat for Credit

No