Generative vs Discriminative Models: The Artist Who Paints vs The Critic Who Points

One can create a Monet from scratch. The other can only tell you if a painting is a Monet or not. Both are brilliant. But they think in completely opposite ways. Here's the distinction that separates two entire schools of machine learning.