L1 vs L2 Regularization: The Minimalist vs The Diplomat — Two Philosophies That Shape Your Model

One says "Get rid of what you don't need." The other says "Keep everything, but turn down the volume." Both prevent overfitting. But they create completely different models. Here's how to choose.