Train/Validation/Test Split: Why Your Model Needs Practice, Dress Rehearsals, AND Opening Night

Training accuracy is 99%. You deploy. It fails. Why? Because you tested the chef by letting them taste their own food. You need THREE separate audiences — one to practice on, one for feedback, and one that's never seen the dish before. Here's why all three matter.