Decision Trees

Did you know that decision trees help computers ask smart “yes” or “no” questions to make predictions—just like a game of 20 Questions? Explore how they use entropy and information to guide those choices. This text is part of the Decision-Making Using Machine Learning Basics pathway.

Topics

  • data structures
  • computational thinking
  • decision tree classification
  • entropy in machine learning
  • information gain
  • pruning
  • sklearn
  • information theory
  • Python
  • learning algorithms
  • overfitting
  • top-down tree classifier
  • Gini index
  • decision tree accuracy