Our recent Postgraduate Certificate course in Educational Technology provided a compelling chance to examine 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 AI-powered tutoring and curriculum creation. The