STSCI 4740

Data Mining and Machine Learning

Course Description

Course information provided by the Courses of Study 2020-2021.

We start off with a detailed refresher for Linear Regression. We then turn to popular methods for classification including Logistic Regression and Discriminant Analysis. Finally, we consider more advanced topics which may include - depending on the audience - Resampling Methods, Tree-based Methods, or Support Vector Machines. The statistics software R is introduced and used for applications.

When Offered Fall, Spring.

Prerequisites/Corequisites Prerequisite: CS 1112 or equivalent, MATH 2220, STSCI 3200, STSCI 3080 or MATH 4710.

Distribution Category (SDS-AS)

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