Lecture 6: Regularization Ridge and Lasso Regression

Key Word(s): Lasso, Ridge, Error, Bias, Variance, Regularization, Generalization

Slides

• Lecture 6 : Multi-Linear Regression (PDF)
• Lecture 6 : Ridge and Lasso - Hyperparameters (PDF)
• Lecture 6 : Comparison of Ridge and Lasso (PDF)

Exercises

• Lecture 6: Exercise: Bias Variance Tradeoff [Notebook]
• Lecture 6: Exercise: Simple Lasso and Ridge Regularization [Notebook]
• Lecture 6: Exercise: Variation of Coefficients for Lasso and Ridge Regression [Notebook]
• Lecture 6: Exercise: Hyper-parameter Tuning for Ridge Regression [Notebook]
• Lecture 6: Exercise: Regularization with Cross-validation [Notebook]