Accessibility is often mistaken as only being helpful to people with disabilities. However, everyone at some point can experience difficulties interacting with inaccessible web content. This proves why accessibility and inclusion have become key imperatives of modern education. In this session, we discuss how machine learning can advance the development of accessible educational products by reducing manual labor and improving the overall timeline, product quality and availability for all users.