In the Tools tab, AUDIT folder, you will see Deleted items.
This gives you an overview of all deleted items and the possibility to restore them (clicking on restore):
However, do note that it is not possible to restore a complete folder at once. But the deleted folder will be visible in the CHANGES dashboard (if you need to recover its name for example).
See an example of restored item: