Welcome and Review-Course Introduction
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Course Support
Course Introduction
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Welcome and Review-Generalized Linear Models (GLM) Review
Generalized Linear Models: Part 1
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Generalized Linear Models: Part 2
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Welcome and Review-Non-Parametric Regression Review
Parametric vs Non-Parametric Regression
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Welcome and Review-General Additive Models (GAM) Review
General Additive Models Part 1
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General Additive Models Part 2
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Generalized Least Squares-Introduction to Generalized Least Squares
Generalized Least Squares
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Generalized Least Squares (GLS): Relations to OLS & WLS
Shrink Methods-Ridge Regression
L1 and L2 Norms
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Ridge Regression: Part 1
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Ridge Regression: Part 2
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Ridge Regression: Part 3
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Ridge Regression
Shrink Methods-LASSO
LASSO
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LASSO
Shrink Methods-Principle Component Analysis (PCA)
Principle Component Analysis (PCA) Overview
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PCA in Terms of SVD
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Principle Component Analysis
Cross-Validation-Cross-Validation
Cross-Validation
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Summary
Bootstrapping-Bootstrapping
Bootstrapping
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Summary