Decision Trees

In this video we will introduce Decision Trees and show what they are, and how they can be used for both classification and regression

Trees Playlist: https://bit.ly/MeerkatStatisticsTrees

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"Decision Trees" Mini Course Outline:
Course Materials
Introduction to Decision Trees
Split Criteria
Stop Criteria, Categorical Data, Missing Values and Implementation Details
Build a Decision Tree from scratch in Python using numpy
Code - Moving to a class implementation, entropy
Code - Building the tree using a stack and a queue
Code - Regression Trees
Cost Complexity Pruning - Theory and Code

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