Lasso Regression: The Brutal Manager Who Said 'Some of You Are Getting Fired' — And Actually Did It

Ridge shrinks coefficients but keeps everyone. Lasso is more ruthless — it can shrink coefficients all the way to EXACTLY ZERO, effectively firing features from your model. This automatic feature selection is why data scientists love Lasso. Here's how it works, why it produces sparse solutions, and when you need it.