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Cubist Model Tree in R | Machine Learnig | Data Science



Belal Al Droubi

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

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8 thoughts on “Cubist Model Tree in R | Machine Learnig | Data Science
  1. 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

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

    ** Linear Regression Explained **

    https://www.youtube.com/watch?v=zPG4N

    ** Decision Trees Explained **

    https://www.youtube.com/watch?v=DCZ3t

    ** Machine Learning with R Book **

    https://www.amazon.com/Machine-Learni...

  2. بصرف النظر عن محتوى الفيديو القيِِّم و أسلوبك الرائع و الذي يستوجب كل الإحترام و التقدير لك 💐💐

    الخلفية الي حاطتها شغلة و هي خلتني علقلك بصراحة 😂👏

    بس فعلاً مجهود عظيم انك تنشر مادة علمية بالانجليزي ما شاء الله عليك و أرجوا لك مزيد من التقدم و الإزدهار Respect to you from my heart 👏❤‍🔥

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