Yelp hosts tens of millions of photos uploaded by Yelpers from all around the world. The wide variety of these photos provides a rich window into local businesses, a window we’re only just peeking through today. One way we’re trying to open that window is by developing a photo understanding system which allows us to create semantic data about individual photographs. The data generated by the syste