The Ads Machine Learning team at Uber is responsible for designing, building, and evolving the core ML systems that powers ads selection, ranking, pricing, and delivery across the Uber ecosystem. We develop a deep understanding of user intent and merchant objectives to produce high quality ML signals that drive large scale auction based decision making. These systems operate under strict latency, reliability, and fairness constraints while serving billions of predictions that directly impact use