Job Description
Postdoctoral Researcher (Machine Learning for Multimodal Healthcare AI)
We are seeking a Postdoctoral Researcher in Machine Learning / Computer Science to help build the next frontier of deep learning, multimodal fusion, and longitudinal modeling in clinical medicine. The role focuses on transplant medicine and liver disease and will be co‑supervised by Dr. Mamatha Bhat (clinician) and Dr. Divya Sharma (Computer Science).
Responsibilities
- Build generative and predictive models using longitudinal, multimodal patient data including clinical variables, labs, imaging, pathology, and multi‑omics.
- Design and deploy foundation‑model‑inspired architectures for real‑time clinical applications.
- Incorporate causal inference and counterfactual modeling to guide treatment simulations and improve decision‑making.
- Develop clinician‑facing software tools that embed ML models into UHN’s digital ecosystem.
- Contribute to high...