Scholar
Marie Piraud
Google Scholar ID: ZkjrjFMAAAAJ
Helmholtz AI, Helmoltz Zentrum München
Citations & Impact
Citations
6,734
H-index
23
i10-index
45
Publications
20
Co-authors
0
Contact
Publications
Resume (English only)
Research Experience
- Head of the AI Consultant Team at Helmholtz AI, Helmholtz Munich
- Guest researcher at the Technical University of Munich, Chair for Computer Aided Medical Procedures & Augmented Reality
- Pioneering new academic research models by empowering Helmholtz Association health researchers with AI
- Develops tailored machine learning solutions to extract insights from collaborators’ data or streamline workflows
- Translates solutions into open-source software and provides postgraduate training to democratize AI in research
- Integrates ethical and ecological considerations into AI development to address societal impact
Background
- Trained as a theoretical physicist with a strong interest in interdisciplinary research
- Fascinated by complex and multi-scale systems, studied through analytical and numerical models alongside experimental observations
- Initially worked on complex quantum systems; now applying those concepts to biological and biomedical problems
- Aims to bridge small-scale biophysical models with medical observations at individual or population levels
- Uses statistical inference and develops hybrid methods combining model-based approaches with data-driven machine learning
- Believes integrating domain knowledge with AI techniques is a promising path toward better predictions
- Personally concerned with the CO₂ footprint and ecological impact of AI algorithms
Co-authors