Lecture 16: Regression Trees, Bagging and Random Forest

Key Word(s): Decision Tree, Linear Regression, Bootstrap-Aggregating (Bagging), Out of Bag Error (OOB), Variable Importance, Ensemble Models, Random Forest

Slides

• PDF | Lecture 16: Regression Trees, Bagging and Random Forest
• PPTX | Lecture 16: Regression Trees, Bagging and Random Forest

Jupyter Notebook

• Standard Section 8: Bagging and Random Forest
• Lab 9: Decision Trees, Bagged Trees, Random Forests and Boosting