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Nov 25, 2024
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STSCI 4740 - Data Mining and Machine Learning
(SDS-AS)
Fall, Spring. 4 credits. Student option grading.
Prerequisite: CS 1112 or equivalent, MATH 2220 , STSCI 3200 , STSCI 3080 or .
Y. Ning.
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.
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