Lecture 4: Linear Regression, kNN Regression and Inference

Key Word(s): Linear Regression, k-Nearest Neighbors (kNN) Regression, Model Fitness, R-squared (R2), Root Mean Squared Error (RMSE), Mean Squared Error (MSE), Bootstrap

Slides

• PDF | Lecture 4: Linear Regression, kNN Regression and Inference
• PPTX | Lecture 4: Linear Regression, kNN Regression and Inference

Jupyter Notebooks

• Lecture 4: Regression Demo
• Standard Section 2: Prediction using kNN and Linear Regression - Student Version
• Standard Section 2: Prediction using kNN and Linear Regression - Solutions
• Lab 3: Scikit-learn for Regression - Student Version
• Lab 3: Scikit-learn for Regression - Solutions