This document provides an overview of a workshop on deploying a deep learning framework on Amazon ECS and Spot Instances. The workshop will introduce MXNet, containers, Amazon ECS, Amazon ECR, AWS CloudFormation, Amazon EC2 Spot Fleet and Spot Instances. It will include hands-on labs to build an MXNet Docker image, deploy an MXNet container with ECS, and run an image classification demo using a Spot Fleet on ECS. The overall goal is to learn how to cost-effectively run deep learning workloads on AWS.