Decision Trees

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Overview

Content from ISL Chapter study notes. Details coming soon.

Key Concepts

  • Regression Trees
  • Classification Trees
  • Recursive Binary Splitting
  • Tree Pruning (Cost Complexity)
  • Gini Index and Entropy
  • Trees vs. Linear Models

References

  • James, G., Witten, D., Hastie, T., & Tibshirani, R. (2021). An Introduction to Statistical Learning (2nd ed.). Springer.

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