Deer Park lies in the middle of a residential area on the slopes of Table Mountain. I didn't see many, I mean any, deer around - perhaps they're all up on the mountain away from mean children and noisy cars.
Disclaimer: I didn't see any mean children either, I'm just hypothesising. ;)