Decision Tree, Entropy, Information Gain, Gini Index.
see the algorithm continues to split till it reaches a leaf node. Often the leaf node may just have one or two instances. This will clearly lead to a complex tree structure which may not generalize well to a test scenario. This is because each leaf will represent a very specific set of attribute