The Test Your Model Can't See

A student who memorizes the practice exam but can't solve new problems hasn't learned — they've memorized. Same for models.

So we hide part of the data — the test set — and only evaluate on it at the end. Performance on unseen data is the only honest measure of whether the model learned general patterns.