Maria De Castro

Science Communicator

Spain
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Summary

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Senior
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Maria De Castro is a theoretical physicist-turned-data scientist with 9 years of experience building statistical and simulation-based models that separate signal from noise in complex, real-world systems. She blends deep expertise in uncertainty quantification, conformal prediction, and time-series Transformers with practical engineering—coding in Python/PyTorch and producing training materials and reproducible notebooks for diverse audiences. Maria teaches AI and programming at university level, develops workshops on Trustworthy AI, and has implemented compute-to-data services for petabyte-scale climate datasets, combining research rigor with user-focused documentation and support. Her background spans academia, climate and health data science, and science communication, and she notably led outstanding projects on tumor diagnosis from perfusion MRI and AI for sustainable energy transition. Colleagues describe her as a translator between theory and practice who makes probabilistic thinking accessible to engineers, students, and policy stakeholders.
code9 years of coding experience
job12 years of employment as a software developer
bookGraduate Theoretical and Mathematical Physics, Graduate Theoretical and Mathematical Physics at Universidad Autónoma de Madrid
bookMaster's degree Complex Systems Physics, Master's degree Complex Systems Physics at Universitat de les Illes Balears
bookDr. rer. nat. (Ph.D.) System Analysis and Modeling, Dr. rer. nat. (Ph.D.) System Analysis and Modeling at Kiel University
bookGraduate (9th and 10th semesters) Theoretical and Mathematical Physics, Graduate (9th and 10th semesters) Theoretical and Mathematical Physics at The University of Bonn
languagesSpanish, English, German, Catalan
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Github Skills (12)

simulation10
energyplus10
reinforcement-learning-environments10
python9
reinforcement-learning9
esgf6
portal5
css3
mhealth3
website-development2
javascript2
storage1

Programming languages (4)

CSSHTMLJupyter NotebookPython

Github contributions (5)

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Contributions:1 review, 36 commits, 2 PRs in 2 months
Contributions:85 commits, 211 pushes, 1 branch in 8 months
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Maria De Castro - Science Communicator