SummaryAt Lyft we have built a platform for developing, training and serving Reinforcement Learning models for typical internet industry applications with a focus on Contextual Bandits. Those models have been critical for decision making problems that other techniques such as supervised learning or optimization models struggled with. In this article we describe how we extended our existing machine learning ecosystem to support Reinforcement Learning models, develop models using Off-Policy Evalua...