Engineers at Yelp, the popular crowd-sourced business review site, developed an algorithm that understands and determines which uploaded image should be a restaurant’s cover photo. In the past, cover photos were chosen by calculating a function based on votes, likes, upload date and image caption – but the system was highly subject to selection bias.