There was a recent post on HN about getting a tensorflow model running on a raspberry pi to detect trains. The blog post describing the process was quite well done. I bet it would apply quite well to detecting deer.

https://news.ycombinator.com/item?id=13603225

http://svds.com/tensorflow-image-recognition-raspberry-pi/