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For instance, you could limit the maximum depth of the tree or require a minimum number of data points per split. This prevents the model from growing excessively large in the first place.

If not properly accounted for, large trees can conflict with infrastructure, such as city sidewalks, power lines, and underground utilities, he said. To avoid this, trees must be integrated into ...