Cubist Model Tree in R | Machine Learnig | Data Science
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 ==========
** Linear Regression Explained **
** Decision Trees Explained **
** Machine Learning with R (Book) **
Belal Al Droubi