Automated GPU Development Environments on AWS` is a guide that explains how to set up a secure and automated development environment for AI engineers and data scientists using Gitpod, an open-source platform for secure and automated development environments. The guide provides step-by-step instructions on configuring a self-hosted GPU instance with persistent storage and SSH access through Gitpod's runner, as well as setting up a Dev Container configuration that includes Dockerfile, host requirements, run arguments, mounts, workspace folder, features, and testing the configuration. The setup allows developers to create repeatable and flexible GPU-enabled development environments with persistent storage and pay only for the time their environment is active.