Rao Muhammad Umer
Postdoctoral Researcher @Helmholtz Munich
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WORK HISTORY
Postdoctoral Researcher @Helmholtz Munich
Munich, DE
I am postdoctoral fellow in Dr. Carsten Marr Lab at Helmholtz Munich. I develop next-generation foundation models in hematology and pathology by incorporating biomedical prior knowledge and knowledge distillation for efficient, robust, and explainable models for cancer research in low-resource constrained environment.
EDUCATION
Università degli Studi di Udine
Doctor of Philosophy - PhD, Industrial and Information Engineering
The Islamia University of Bahawalpur
Bachelor of Science (BSc), Computer System Engineering
Pakistan Institute of Engineering & Applied Sciences (PIEAS)
Master of Science (MS), Computer Science
SKILLS
ABOUT RAO MUHAMMAD UMER
I am an AI scientist with over seven years of experience in computational imaging and multimodal biomedical image analysis. My research focuses on developing next-generation foundation models for cancer diagnostics by integrating heterogeneous biomedical data and agentic AI systems.My goal is to advance translational healthcare by designing robust, scalable AI methods that improve diagnostic accuracy and support clinical decision-making. I have led and contributed to end-to-end AI projects, spanning model development, deployment, and interdisciplinary collaboration with clinical and research teams.I am particularly interested in building AI systems that bridge methodological innovation and real-world clinical impact, while fostering collaborative, open, and inclusive research environments.
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