Our recent Postgraduate Certificate program in Educational Technology provided a compelling platform to explore the burgeoning role of machine learning within the teaching environment. Participants actively engaged with a selection of tools, from smart grading systems and personalized study pathways to data-driven tutoring and curriculum creation.