Implementing the ID3 Decision Tree Algorithm from Scratch
Core Concepts Decision trees come in several variants including CART, ID3, and C4.5. While CART relies on Gini impurity, ID3 and C4.5 both leverage information entropy for splitting criteria. This implementation focuses on the ID3 algorithm. Information Theory Foundations: $p(a_i)$: Probability of e...