Dr. Lungren is Chief Medical Information Officer at Microsoft+Nuance. As a physician and clinical machine learning researcher, he has a part-time clinical practice at UCSF while also maintaining research and teaching roles for other leading academic medical centers including Stanford and Duke. Prior to joining Microsoft, Dr Lungren was an interventional radiologist and research faculty at Stanford University Medical School where he led the Stanford Center for Artificial Intelligence in Medicine and Imaging (AIMI). His scientific work has led to more than 150 publications, including work on multi-modal data fusion models for healthcare applications, new computer vision and natural language processing approaches for healthcare specific domains, opportunistic screening with machine learning for public health applications, open medical data as public good, and prospective clinical trials for clinical AI translation. He has served as advisor for early stage startups and large fortune-500 companies on healthcare AI technology development and go-to-market strategy. Dr. Lungren's work has been featured in national news outlets such as NPR, Vice News, Scientific American, and he regularly speaks at national and international scientific meetings on the topic of AI in healthcare.

Erik Duhaime, PhD, is the founder and CEO of Centaur Labs, a venture-backed startup that provides a platform and services for scalable data annotation. The company focuses on skilled data annotation tasks - especially those in the medical and scientific domains - and works with leading biotechnology companies, medical device companies, digital health startups, and researchers at leading academic medical centers. The company is based on his PhD research at the MIT Center for Collective Intelligence on how to best measure the performance of data annotators, motivate them, and intelligently combine their opinions. Prior to his PhD, Erik completed his BA in Economics and Biology at Brown University, and his MPhil in Human Evolution at the University of Cambridge.

Veronica Rotemberg, MD, PhD is the director of the Dermatology Imaging Informatics Group, an organization within Memorial Sloan Kettering Cancer Center focused on developing, benchmarking, and validating artificial intelligence (AI) tools for dermatologic applications, especially melanoma detection. The group also explores model development, human-AI interaction, and prospective validation of image classification tools. In collaboration with the International Skin Imaging Collaboration (ISIC), the group also develops and hosts large imaging datasets for dermatology AI research, and proposes both imaging standards for interoperability, and metadata standards for AI development and for dermatology clinical applications. Dr. Rotemberg received her MD-PhD from Duke University with a PhD in biomedical engineering focusing on elasticity imaging.

Mr. Calef is a highly accomplished medical roboticist and seasoned engineering leader who has delivered breakthrough innovation in surgical robotics. Previously, he was the Director of Advanced Robotics at Medrobotics, where he led the development and release of the first flexible surgical robotics platform, grew the engineering team from two to 50 people, and guided numerous surgical robotics products through 510k clearance. He holds both a B.S. in Computer Engineering and a M.S. in Mechanical Engineering from the University of Massachusetts.