Random Forests: Wisdom of the Crowd

A single deep tree is a high-variance model: resample the data slightly and a different feature wins the top split, and the whole flowchart beneath it reshapes. Two runs on nearly identical data produce two very different trees.

That instability is a weakness in one tree — and the raw material for a forest.