Decision Tree, Entropy, Information Gain, Gini Index.
from overfitting. The best way is to use the sklearn implementation of the GridSearchCV technique to find the best set of hyperparameters for a Decision Tree model. A challenge with the early stopping approach is that it faces a ‘horizon’ problem, where an early stopping may prevent some more