Pei-Yun Sabrina Hsueh (Ph.D., FAMIA) is the Director of Ethical AI and External Innovation, for Pfizer. She is currently serving on the Practitioners Board of the ACM and as the Vice-Chair of the AMIA 2022 SPC and the Co-Chair of the AMIA AI Evaluation Showcase 2023. Previously at IBM Research, she co-chaired the Health Informatics Professional Community and was elected as an IBM Academy of Technology Member. In her roles, she is actively leading the industrial best practice in health AI, with a focus on establishing a responsible and ethical AI governance framework and operationalizing AI in workflows. Her dedication has won her recognitions such as the AMIA Distinguished Paper Award, Fellow of the AMIA, Google European Anita Borg Scholar, High-Value Inventions, Eminence and Excellence, and Manager Choice awards. She is on the Editorial Board of Sensors Journal, Frontiers in Public Health, and JAMIA OPEN Special Issue on Precision Medicine. Her commitment has led to 20+ patents, 50+ technical articles, two new textbooks: Machine Learning for Medicine and Healthcare (in prep.) and Personal Health Informatics - Patient nt Participation in Precision Health (in print by Springer Nature).