Unscrew the screws circled in red. This includes eleven 6mm screws, and one 5mm screw underneath where the optical drive was housed. All screws can be removed with a Phillips #0 screwdriver.

Carefully remove the back cover. The battery holder contains notches that help hold the case in place, so take care not to break those.