Machine Learning for Data Mining

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Overview

Subject area

STA

Catalog Number

9891

Course Title

Machine Learning for Data Mining

Description

This course concentrates on classification-oriented tools for data mining. Topics will include support vector machines, neural networks, regression trees, bagging, boosting and additive trees, nearest-neighbors methods, and cluster analysis. Students will implement these techniques on big-data case studies throughout the semester. Examples will include instances of both supervised and unsupervised learning.

Typically Offered

Fall, Spring, Summer

Academic Career

Graduate

Liberal Arts

No

Credits

Minimum Units

3

Maximum Units

3

Academic Progress Units

3

Repeat For Credit

No

Components

Name

Lecture

Hours

3

Requisites

029814

Course Schedule