We will explore some of the biggest challenges businesses face in deploying production machine learning across marketing, product, and adtech experiences. In the process we'll highlight how infrastructure customer data platforms (CDPs) can help ameliorate those challenges. Some of the modeling techniques we'll explore include propensity models, recommendation models, in addition to more advanced intervention-based modeling techniques like uplift modeling