Decision Trees - Split Criteria

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  • čas pƙidĂĄn 28. 11. 2023
  • How do we calculate how good a split is? In this video we will introduce the split criteria used in trees.
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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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