Our recent Postgraduate Certificate program in Educational Technology provided a compelling platform to examine the burgeoning role of machine learning within the teaching sector. Participants actively engaged with a range of tools, from automated grading systems and personalized educational pathways to data-driven tutoring and curriculum planning.