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

Lab Alumni

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

MHI Graduate

Adharsh Murali

Health Insights Machine Learning Engineer, Providence Health and Services

Sean Meyer, MBA

Design Science PhD candidate