ECMP 5005B Fall 2023 (Data Analytics)
This page will be updated with lecture nodes and additional resources for the course.
Data Visualizing In R
Htlm Slides:
Data Visualizing In R
Linear Regression
Pdf Slides:
Linear Regression
Simple and Multiple Linear Regression (Htlm RMarkdown):
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Transformations in Regression (Htlm RMarkdown):
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Classification
Pdf Slides:
Classification
Resampling Methods
Pdf Slides:
Resampling Methods
Linear Model Selection and Regularization
Pdf Slides:
Linear Model Selection and Regularization
Principal Components Regression (Htlm RMarkdown):
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Ridge, Lasso, Elastic Net Regression (Htlm RMarkdown):
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Tree Based Methods
PowerPoint Slides:
Tree Based Methods
Regression Trees (Htlm RMarkdown):
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Classification Trees (Htlm RMarkdown):
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