The evolving AI literacy for teachers landscape of instruction demands modern approaches, and machine learning offers a vital opportunity for professional development . This focused Postgraduate Certificate pathway is designed to equip teachers with the knowledge and practical skills to effectively integrate AI-powered tools into their classrooms .