Open-source educational module that conveys accessibility to education, aiming to prepare learners for technological career paths. Our educational module is developed with the motivation to bring hands-on sessions and allow students to attain knowledge in a comprehensive manner. Specifically, we present AutoLearn: Learning in the Edge to Cloud Continuum, an educational module that integrates a collection of educational artifacts, based on a small scale open-source self-driving platform that leverages the Chameleon Cloud testbed to teach cloud computing concepts, edge devices technology, and artificial intelligence driven applications.