You will need the Limited Write Financial permission to perform this action. Editing is not allowed on batches with a status of "Closed."
Click on "Contributions > Batches" from the left hand navigation menu. Then locate the batch you want to edit and click on "Edit" at the end of the row. When the batch opens, click on "Edit batch details" from the "Actions" menu in the top right.