Lecture 02

Decision Tree

argmax

Playlist

Slides

Additional Material

  • Chapter 16.2 Classification and Regression Trees (CART) in Machine Learning: A Probabilistic Perspective, Kevin Murphy,
  • or Chapter 14.4 Tree-based Models in Pattern Recognition and Machine Learning, Christopher Bishop,
  • or Chapter 3 Classification and Regression Trees , Understanding Random Forests, in Gilles Louppe.
  • http://www.r2d3.us/visual-intro-to-machine-learning-part-1/ does a good job at visually explaining decision trees.