In this talk Modular engineers Alex Nikitin and Navroop Bath discuss how to take Modular AI Engine performance optimized models to production. They show loading a model, optimizing it for performance using the Modular AI Engine, containerizing the model and a serving framework and using container orchestration systems like Kubernetes to host the model as a service.