Tree-based algorithms.

This module provides decision trees and tree ensembles for classification and regression tasks.

Algorithms

  • DecisionTreeClassifier: CART decision tree classifier.
  • DecisionTreeRegressor: CART decision tree regressor.
  • DecisionStumpClassifier: One-level decision tree (weak learner).
  • RandomForestClassifier: Ensemble of random trees for classification.
  • RandomForestRegressor: Ensemble of random trees for regression.

Modules