A visual introduction to machine learning, Part II

This is not an isolated incident. For example, we could grow additional trees from random subsets of the training data. The resulting trees all look reasonably different and also have single-home leaf nodes. These seemingly-esoteric homes that may result in single-data-point leaf nodes are actually a normal part of any data set. They are an outcome of the method for fitting the model.