Maria Mircea

Scientist BioAI at BioNTech SE

Cologne Bonn Region Germany
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Summary

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Senior
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Top School
Maria Mircea is a computational scientist with nine years of experience at the nexus of machine learning, mathematics, and quantitative biology, currently developing AI-driven solutions for individualized cancer therapy at BioNTech. With a PhD in Physics and a strong background in dynamical systems, she has led a scientific machine learning team and advanced techniques like PINNs, Universal Differential Equations, invertible and Bayesian neural networks for parameter estimation and biological discovery. Her postdoctoral work combined modelling and single-cell data analysis to uncover metabolic pathways in brown adipose tissue, and she has taught deep learning and mathematical modelling courses. Comfortable moving between theory and application, she pairs rigorous mathematical training with hands-on experience in agent-based models, random matrix theory, and single-cell RNA-seq, and brings proven leadership mentoring PhD students and supervising multidisciplinary projects.
code9 years of coding experience
job2 years of employment as a software developer
bookGraduate Exchange Student, Mathematics, Graduate Exchange Student, Mathematics at Universidad Nacional de Colombia
bookDoctor of Philosophy - PhD, Physics, Doctor of Philosophy - PhD, Physics at Leiden University
bookMaster of Science - MS, Mathematics, Master of Science - MS, Mathematics at Technical University Munich
bookBachelor of Science - BS, Mathematics, Bachelor of Science - BS, Mathematics at Technical University of Munich
languagesGerman, Romanian, Spanish, English
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Github Skills (28)

computational-biology8
systems-biology8
modeling8
sbml8
biology8
bioinformatics8
pde8
pysb7
assembler7
transcriptomics7
scientific-machine-learning7
operator7
paddle7
nlp6
natural-language-processing6

Programming languages (3)

RTeXPython

Github contributions (5)

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Siliegia/SIGMA

Mar 2021 - Dec 2021

Contributions:30 commits, 21 pushes, 3 comments in 9 months
Siliegia/galoislattice

May 2017 - Jun 2017

Contributions:8 commits, 19 pushes, 1 branch in 1 month
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