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  • Decision Trees

Decision Trees

Curriculum

  • 1 Section
  • 10 Lessons
  • Lifetime
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  • Decision Trees
    10
    • 1.1
      Course Materials (PDF, PPT and Code)
    • 1.2
      Introduction to Decision Trees
    • 1.3
      Split Criteria
    • 1.4
      Stop Criteria, Categorical Data, Missing Values and Implementation Details
    • 1.5
      Code – Problem with Greedy Algorithm
    • 1.6
      Build a Decision Trees in Python using numpy
    • 1.7
      Code – Moving to a Class Implementation
    • 1.8
      Code – Decision Trees using Stack and Queue
    • 1.9
      Code – Regression Trees
    • 1.10
      Cost Complexity Pruning – Theory and Code
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Course Materials (PDF, PPT and Code)
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