Presentation

[asluchych]

1. Motivation
   • automatically: little tuning needed
2. Tree-based methods
   • regression: minimize residual sum of squares
   • classification: minimize Gini index or enthropy
   • recursive binary split: top-down, greedy approach
   • ensemble method: many trees
   • non-prunned tree: grown to its full depth