M3 · Twenty Questions
Pruning and Depth Limits
Control tree size with depth, leaf size and cost-complexity pruning.
Left alone, a tree keeps asking until every leaf is pure. Its score on fresh data peaked long before that. The right size lies somewhere back along the way.