Gabriel Bernardino
Ramon Y Cajal Fellow at Universitat Pompeu Fabra
Barcelona, Catalonia, Spain
Summary
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Senior🎓
Top SchoolGabriel Bernardino is a Ramon y Cajal tenure-track fellow and computer scientist with a decade of experience developing novel machine learning methods for cardiovascular imaging, especially echocardiography and cMRI. He builds robust, interpretable algorithms that detect subtle deviations from normality, combining classical, reinforcement and deep learning with CFD, mesh and image-processing techniques. His applied research spans hospitals, industry (Philips Research) and academia, informing clinically-relevant tools for rapid cardiac diagnosis. Fluent in Python, C++ and JavaScript, he pairs strong mathematical training with visualization and ML stacks (VTK, Qt, ITK, TensorFlow, PyTorch, GPflow) to move models toward clinical use. An unusual strength is his track record of translating computational fluid dynamics and mesh expertise into image-based phenotyping problems, enabling richer physics-informed analyses of cardiac function. Based in Barcelona, he directs research that balances methodological rigor with real-world hospital deployment.
10 years of coding experience
6 years of employment as a software developer
Master's Degree, Mathematics, Master's Degree, Mathematics at Rheinische Friedrich-Wilhelms-Universität BonnEngineer's degree, Engineer's degree at CFIS-UPCDoctor of Philosophy (Ph.D.), Biomedical/Medical Engineering, Cum laude, Doctor of Philosophy (Ph.D.), Biomedical/Medical Engineering, Cum laude at Universitat Pompeu FabraUPC Universitat Politècnica de Catalunya
Spanish, Catalan, German, English, French
Github Skills (40)
forge10
algebra9
python9
conda9
pure-python9
science9
computer-algebra-system8
computer-algebra8
simulate7
conda-forge7
math7
cytoscape6
computational-biology5
cytoscapejs5
modeling-tool5
Programming languages (4)
Github contributions (5)
creatis-ULTIM/PyMUST
Feb 2024 - Feb 2025
Contributions:7 releases, 49 PRs, 50 pushes in 1 year
gbernardino/rvmep
Jul 2021 - Apr 2024
Contributions:20 pushes, 3 branches, 1 issue in 2 years 9 months
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