Selecting, building, and maintaining the right ML multi-tenant architecture for your organization while remaining sane. Just like in software engineering, multi-tenancy is a choice, and challenge, of scale. Unlike software engineering ML multi-tenancy results in tenets with completely different model instances, features, hyperparameters, etc., running in production. Basically, the one model you started out with