STAT415
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Data Mining
Prefix
STAT
Course Number
415
Course ID
00171799-2023-02-07
Course Level
Undergraduate
Instructional Type
Lecture
Grade Type
A-F Only
Department/Unit(s)
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.