Cubist Model Tree in R | Machine Learnig | Data Science
Channel: Belal Al Droubi, MD
Date: 2021-05-23

This is a Tutorial on the amazing Cubist Algorithm by Max Kuhn et al.
The Cubist Algorithm creates a model tree, which is a hybrid tree that combines Decision Trees with Linear Regression, and therefore can produce a more robust model with greater preditive accuracy

 ==== Video Contents ==============
0:00 - Intro
1:25 - getting started
2:08 - exploring our data
7:20 - shape of data matters
12:01 - Linear Regression
18:12 - Cubist Model Tree
26:40 - Explaining the Intuition behind Model Trees

==== Code and material on GitHub ==========
https://github.com/BelalAlDroubi/Cubist-Model-Tree-Demonstation-in-R

** Linear Regression Explained **
https://www.youtube.com/watch?v=zPG4NjIkCjc

** Decision  Trees Explained **
https://www.youtube.com/watch?v=DCZ3tsQIoGU

** Machine Learning with R (Book) **
https://www.amazon.com/Machine-Learning-techniques-predictive-modeling/dp/1788295862

Belal Al Droubi