Gina Nesr

Doctoral Student (PhD) at Stanford University

Palo Alto, California, United States
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Summary

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Senior
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Top School
Gina Nesr is a PhD candidate in Biophysics at Stanford developing deep learning methods with experimental validation to design de novo enzymes and probe allosteric mechanisms. With nine years of cross-disciplinary experience spanning computer science, biophysics, and applied math, she combines computational modeling of protein dynamics with hands-on wet-lab and cryo-EM backgrounds. An NSF GRFP awardee and visiting researcher at UW–Madison, she also teaches and organizes community efforts like the MLSB Workshop at NeurIPS and guest edits special collections in PRX Life. Her work bridges method development and experimental validation, enabling new-to-nature enzymatic functions informed by dynamics rather than static structures.
code8 years of coding experience
job1 year of employment as a software developer
bookJohns Hopkins University
bookDual Enrollment, Dual Enrollment at Worcester Polytechnic Institute
bookHigh School, 11-12, High School, 11-12 at Massachusetts Academy of Math and Science at WPI
bookDoctor of Philosophy - PhD, Biophysics, Doctor of Philosophy - PhD, Biophysics at Stanford University
languagesArabic, English
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Github Skills (26)

singular9
decomposition9
protein-sequences9
docking9
proteins9
computational-biology9
sequence8
bioinformatics8
ising-model6
structural-biology5
convolutional-neural-networks5
pytorch5
semantic-segmentation4
deep-learning4
point-cloud4

Programming languages (4)

CSSJupyter NotebookPythonCuda

Github contributions (5)

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This repository contains a set of scripts for performing singular value decomposition on protein multiple sequence alignments, and analyzing the results.
Contributions:40 commits, 6 PRs in 8 months
analyzingsequencedecompositionsingularalignments
gelnesr/SVD-of-MSAs

Feb 2022 - Aug 2024

This repository contains a set of scripts for performing singular value decomposition on protein multiple sequence alignments, and analyzing the results.
Contributions:3 PRs, 37 pushes, 5 branches in 2 years 6 months
analyzingsequencedecompositionsingularalignments
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