ISL: Tree Based Methods
总结自 Chapter 8, An Introduction to Statistical Learning.
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ISL: Moving Beyond Linearity
总结自 Chapter 7, An Introduction to Statistical Learning.
ISL: Linear Model Selection and Regularization - Part 2
总结自 Chapter 6, An Introduction to Statistical Learning.
Bayesian Interpretation for Ridge Regression and the Lasso + Exercise 7
总结自 Bayesian Interpretation for Ridge Regression and the Lasso, Section 6.2.2 The Lasso, An Introduction to Statistical Learning.
RSS, MSE, RMSE, RSE, TSS, R2 and Adjusted R2
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ISL: Linear Model Selection and Regularization - Part 1
总结自 Chapter 6, An Introduction to Statistical Learning.
ISL: Resampling Methods
总结自 Chapter 5, An Introduction to Statistical Learning.
ISL: Classification
总结自 Chapter 4, An Introduction to Statistical Learning.
ISL: Classification - Conceptual Exercises
Exercises of Chapter 4, An Introduction to Statistical Learning.
ISL: Linear Regression - Part 2
总结自 Chapter 3, An Introduction to Statistical Learning. 3. Other Considerations in the Regression Model