Paul Novello

ML Research Engineer at IRT AESE - Saint Exupéry

Toulouse, Occitania, France
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Summary

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Senior
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Top School
Paul Novello is an ML Research Engineer with eight years of experience bridging scientific machine learning and trustworthy AI, currently leading research and coordination efforts at IRT AESE/ANITI in Toulouse. He specializes in XAI, robustness, and uncertainty quantification, spearheading an open-source post-hoc OOD detection library (oodeel) and leading industry-collaborative projects with Airbus, Renault and MILA. Paul holds a PhD in Applied Mathematics from École Polytechnique where he embedded neural surrogates into large HPC simulations for CFD, and he brings hands-on engineering experience deploying ML in Fortran/C++ production codes. Known for translating rigorous research into usable tools, he also mentors PhD candidates and regularly reviews for top ML conferences.
code8 years of coding experience
job2 years of employment as a software developer
bookPhD, MATHEMATICS AND STATISTICS, PhD, MATHEMATICS AND STATISTICS at École Polytechnique
bookMaster’s Degree, Mathematics and Statistics, Master’s Degree, Mathematics and Statistics at Télécom Paris
bookMaster of Science - MSc, Mathematical Statistics and Probability, Master of Science - MSc, Mathematical Statistics and Probability at Imperial College London
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Github Skills (7)

robustness10
xai9
pytorch9
toolbox8
tensorflow8
machine-learning6
deep-neural-networks5

Programming languages (1)

Python

Github contributions (5)

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deel-ai/oodeel

Oct 2022 - Mar 2023

Simple, compact, and hackable post-hoc deep OOD detection for already trained tensorflow or pytorch image classifiers.
Contributions:5 releases, 50 reviews, 178 commits in 5 months
deep-neural-networksout-of-distribution-detectionpost-hoc-analysispytorchrobustness
Contributions:13 commits, 8 pushes, 1 comment in 7 months
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Paul Novello - ML Research Engineer at IRT AESE - Saint Exupéry