Once an album inside a gallery is opened, the column on the left gives multiple options you can navigate through.
Album Settings is one such option that lets you edit that album details after you have made it.
Edit through options like:
Rename Album : You can alter the name of your album to a desired new name of your choice.
Delete Album : This option will permanently delete your entire album. You cannot undo this. All your photos and information will be lost.