STAT415

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Data Mining

Computing, Informatics & Data Science Undergraduate College of Science and Engineering

Prefix

STAT

Course Number

415

Course ID

00171799-2023-02-07

Course Level

Undergraduate

Instructional Type

Lecture

Grade Type

A-F Only

College/School

College of Science and Engineering

Description

Data mining principles and applications. Predictive modeling techniques for large data sets include classification and regression trees, logistic regression, neural networks, random forests and boosted trees. Handle missing values and outliers. Compare models and deploy best model to predict new data. Hands-on use of data mining software.