Explore the transformative potential of machine learning in healthcare through this insightful 36-minute conference talk by Muhammad Mamdani, VP of Data Science and Advanced Analytics at Unity Health Toronto. Delve into the challenges and opportunities of implementing ML solutions in clinical practice, examining Unity Health Toronto's journey in developing and deploying various applications. Gain valuable insights into the factors complicating ML adoption in healthcare, including variability in needs, settings, patients, workflows, and resources. Learn about the innovative partnerships between public and private sectors that facilitate the international spread of healthcare innovations. Discover the groundbreaking work of the Temerty Centre for Artificial Intelligence Research and Education in Medicine (T-CAIREM) at the University of Toronto, a novel Canadian academic center dedicated to advancing AI in medicine.