As a founding partner of UCF's Institute on AI, AdventHealth is at the forefront of research in computer vision and multimodal learning. This keynote will showcase the latest innovations, including BioMedGPT, and demonstrate how privacy-preserving and federated approaches enable secure, collaborative progress across institutions. Attendees will gain insights into cutting-edge applications of computer vision in healthcare and explore practical strategies for leveraging AI to improve patient care, research, and operational outcomes.