Facebook is powered by machine learning. From advertising relevance, news feed and search ranking to computer vision, face recognition, and speech recognition, Facebook runs ML models at massive scale, computing trillions of predictions every day. We’ll talk about some of the tools and tricks we use for scaling both the training and deployment of some of our deep learning models at Facebook. We’ll also cover some useful libraries that we’ve open-sourced for production-oriented deep learning applications.