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ML 9.1Lesson outlineLesson 1 of 5 in Module 9

Decision Trees

Split the space with axis-parallel questions chosen by impurity, and control the tree's capacity with depth and leaf size, knowing that the right capacity depends on how many rows there are.

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Lesson outline: Decision Trees

In this lesson12 parts

  1. 01Questions on a map
  2. 02The forest cells
  3. 03What to beat
  4. 04One question, then another
  5. 05What a tree holds
  6. 06How mixed is a node?
  7. 07Choosing every question
  8. 08What a leaf predicts
  9. 09How deep?
  10. 10Where it misleads
  11. 11Code
  12. 12Recap, challenge, and what comes next

Builds on

This lesson stands on its own. These go deeper into what it uses.

Next steps: Decision Trees