How does the validation accuracy change when the number of epochs is increased for the same learning rate? Select the most appropriate answer.

Group of answer choices

The validation accuracy increases.

The validation accuracy drops.

The validation accuracy increases and then drops as the higher number of epochs will lead to overfitting.

The validation accuracy does not change.