applied research

AI for pulmonary and medical data

Applied AI researcher · Torus

Applied research on decision support, imaging and clinical data workflows, and privacy-aware deployment in healthcare settings.

Healthcare data are high-dimensional, sensitive, and often incomplete. The scientific questions in this work concern how to represent imaging and clinical signals, how to support decisions without overstating certainty, and how to handle privacy constraints when systems are deployed.

This page does not name partners, describe internal architectures, or report performance claims. It is a concise account of the research and engineering problems, not a commercial case study.