Math, Statistics, Data Science, Information Theory, Decision Tree.
entropy of the dataset S if we know X. Thus, it makes sense to choose the features X that maximize this value, as they will be the ones that reduce uncertainty the most, effectively obtaining the best splits. Algorithms that consider the information gain at each node to choose the next feature are