Technically, yes. The deer actually walk right through my back yard. I've walked out quite a few times at dusk to take out the trash and spooked one of them. A good sized buck and about 3 big does. I think the buck would be a nice 8-pointer, were he not missing half his rack.
It's only 3.5 acres, but a lot of it is wooded and there's a creek at the bottom of the hill. Perfect for a family of deer to bed down in.
But, I'm in the middle of a subdivision, so the deer are more pets than food.
3113 Eaglewood Place, 63303 if you want to see the property.