Many organizations are looking to train and deploy custom-trained machine learning models. MLOps provides environments, compute, data organization, versioning, and end-to-end pipelines that bring your models to fruition. This workshop provides an overview of MLOps in Azure and then proposes a series of challenges for you to solve alone or in a group.