Digital Resources for Chapter 10: Tree-Based Models/Decision Trees

Below are digital resources that complement the book Practical Machine Learning with R: Tutorials and Case Studies.



Decision and Classification Trees, Clearly Explained!!! from StatQuest by Josh Starmer


The video introduces the basics of Decision Trees for classification. It is a good video to start learning about Decision Trees. 
 






Regression Trees, Clearly Explained!!! from StatQuest by Josh Starmer


The video introduces the basics of Decision Trees used for regression. We recommend watching the StatQuest video about Decision Trees for classification first.  
 






Decision Trees in Machine Learning Using R from DataCamp by James Le and Arunn Thevapalan


This is a free tutorial from DataCamp about Decision Trees. The provided R code shows how to build a Decision Tree model using tidymodels.