This document provides an overview and agenda for a workshop on deploying a deep learning framework on Amazon ECS and Spot Instances. The workshop will: - Introduce MXNet, an open source deep learning framework, and how it can be used to define, train, and deploy neural networks. - Discuss containers and how they can increase infrastructure utilization and make it easy to deploy diverse applications on shared hardware. - Provide an overview of Amazon ECS for managing Docker containers, Amazon ECR for storing container images, and Spot Instances for running containers on unused EC2 capacity. - Include hands-on labs to set up the environment, build an MXNet Docker image,