What is the key difference between a validation set and a test set?

Question

MLQuiz · Accepted Answer

The validation set guides model selection and hyperparameter tuning. The test set must never be seen until final evaluation — otherwise your estimate is optimistically biased. This is a core principle of the bias-variance tradeoff.