Our recent Postgraduate Certificate program in Educational Technology provided a compelling opportunity to explore the burgeoning role of machine learning within the teaching environment. Participants keenly engaged with a variety of tools, from smart grading systems and personalized study pathways to AI-powered tutoring and curriculum development.