Lecture 7: Model Selection and Regularization

Key Word(s): Cross Validation, Model Selection

Lecture

• Lecture 7:Model Selection and Regularization [PDF]
• Lecture 7:Model Selection and Regularization [PPTX]

Section

• S-Section 3: Multiple Linear Regression and Polynomial Regression

Advanced Section

• Advanced Section: Methods of regularization and their justifications: Notes [pdf]
• Advanced Section: Methods of regularization and their justifications [pdf]
• Advanced Section: Methods of regularization and their justifications [pptx]
• Advanced Section: Methods of regularization and their justifications: Demo Notebook [ipynb]

Lab

• Lab 4: Multiple and Polynomial Regression
• Lab 4: Multiple and Polynomial Regression (solutions)
• Lab 4 Slides: Multiple and Polynomial Regression (PPTX)
• Lab 4 Slides: Multiple and Polynomial Regression (PDF)