Machine Learning is at the heart of the Criteo platform : Sourcing the inventory and generating the banners for 2 billions daily displays require 15 millions predictions per second. In this talk, we will present the infrastructure that allow us to train and deploy 1700 models a day as well as the tooling we set up to continuously monitor and improve this pipeline.