Inthischapter, Iproposeanarchitectureenablinglarge-scaledistributedrobotlearningthroughcloud computing, with a specific case study of object detection and recognition for service robots. After providinganoverviewoftheplatform,Idetailhowthearchitecturesupportscooperativelearningand explain my object detection and recognition approach.