Machine Learning

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Overview

Subject area

CSCI

Catalog Number

325

Course Title

Machine Learning

Department(s)

Description

Foundations of machine learning, linear regression, logistic regression (classification), nonlinear transformation, regularization, validation, random forest, support-vector machine, neural network, deep learning, Unsupervised learning (K-Means), dimensionality reduction (PCA), machine learning pipeline. Programming projects.

Typically Offered

Fall, Spring

Academic Career

Undergraduate

Liberal Arts

No

Credits

Minimum Units

3

Maximum Units

3

Academic Progress Units

3

Repeat For Credit

No

Components

Name

Lecture

Hours

3

Requisites

028019

Course Schedule