Decision Tree:

  • What is entropy ?

  • How does decision tree work ? (For classification)

  • How to avoid overfitting (low bias and high variance) ?

  • Why is post-pruning better than max depth for avoiding over-fitting ? Post Prunning: http://www.saedsayad.com/decision_tree_overfitting.htm