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.

Biography

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 chairs the Michigan Medicine clinical intelligence committee, which focuses on implementation of machine learning models across the health system, and he serves on the Michigan Economic Development Corporation's Artificial Intelligence Advisory Board. He teaches a health data science course to over 60 graduate students every year. 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.

Students

Sean Meyer, MBA

Design Science PhD candidate

website

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