Lecture 5: Linear Regression, Confidence Intervals and Standard Errors

Key Word(s): Multiple Linear Regression, Standard Errors, Model Selection, Polynomial Regression, Categorical Predictors, Collinearity, Hypothesis Testing, Importance of Predictors

Slides

• PDF | Lecture 5: Linear Regression, Confidence Intervals and Standard Errors
• PPTX | Lecture 5: Linear Regression, Confidence Intervals and Standard Errors

Jupyter Notebooks

• Standard Section 3: Predictor Types and Feature - Student Version
• Standard Section 3: Predictor Types and Feature - Solutions
• Lab 3: Scikit-learn for Regression - Student Version
• Lab 3: Scikit-learn for Regression - Solutions