What is the primary function of a holdout dataset in machine learning?

A$.$

To enhance the feature selection process.

B$.$

To provide data for initial model training.

C$.$

To clean and preprocess the main dataset.

D$.$

To serve as a final test to evaluate model performance after tuning.