Graduate of Washington University, MO

PhD in Electrical and Computing Engineering from Carnegie Mellon University

Medical degree from the University of Pittsburgh School of Medicine

Residency at the University of Pittsburgh Medical Center

Fellowship training in Thoracic Imaging and Radiology Informatics at the University of Pittsburgh Medical Center