Machine Learning for Learning Health Systems
Welcome to the ML4LHS lab home page.
The Machine Learning for Learning Health Systems (ML4LHS) Lab focuses on using machine learning and biomedical informatics methods to understand and improve health at scale.
Karandeep Singh, MD, MMSc, is an Assistant Professor of Learning Health Sciences, Internal Medicine, Urology, and Information at the University of Michigan. He is a nephrologist with a background in biomedical informatics who uses machine learning methods to model electronic health record and registry data in support of a learning health system. He directs the Machine Learning for Learning Health Systems lab which focuses on using machine learning and biomedical informatics methods to understand and improve health at scale. His research spans multiple clinical domains including nephrology, urology, emergency medicine, obstetrics, and ophthalmology. He is the associate workgroup director for the University's Precision Health Implementation Workgroup, which supports the implementation of campus-wide scientific discoveries into patient care. He chairs the Michigan Medicine Clinical Intelligence Committee, which oversees the implementation of machine learning models across the health system. He teaches a health data science course for graduate and doctoral students. He completed his internal medicine residency at UCLA Medical Center, where he served as chief resident, and a nephrology fellowship in the combined Brigham and Women’s Hospital/Massachusetts General Hospital program in Boston, MA. He completed his medical education at the University of Michigan Medical School and holds a master’s degree in medical sciences in Biomedical Informatics from Harvard Medical School. He is board certified in internal medicine, nephrology, and clinical informatics.
Jie Cao, MPH
Computational Medicine and Bioinformatics PhD pre-candidate
Elliott Brannon, MPH
MD/PhD HILS student working on understanding Learning in Statewide Networks
Shreyas Ramani, MHI
Senior Healthcare Data Analyst, Caravan Health
Pritika Dasgupta, MPH, MHI
Biomedical Informatics PhD Student, University of Pittsburgh School of Medicine
Sajjad Seyedsalehi, MSc, MSc
Industrial Engineering PhD Student, University of Michigan
Etiowo Usoro, MHI
Business Intelligence Analyst, Kaiser Permanente
Tianshi Wang, MHI
Data Scientist, Trexquant Investment LP
Jin Xiu Lu, MHI
Health Insights Machine Learning Engineer, Providence Health and Services