Jesus Montoya
Consultant at Freelance
San Francisco, California, United States
Summary
👤
Senior🎓
Top SchoolJesus Montoya is a consultant and scientist with 11 years post-PhD experience specializing in computational methods for cryo-electron tomography applied to cellular and molecular problems in human disease. He has driven near-atomic structural studies of viral-antibody interactions and characterized organelle and aggregate morphologies in disease models, contributing to 19 peer-reviewed publications. Technically fluent in Python, scientific libraries, cryoET toolchains (EMAN2, IMOD, Relion5, AreTomo2) and ML approaches to correct imaging artifacts, he builds reproducible pipelines that improved motion correction, CTF estimation, and particle picking. Experienced in project and people management, he has mentored 20+ trainees, led interdisciplinary collaborations, and secured competitive fellowship support for high-impact structural projects. Based in San Francisco and currently expanding into data science through graduate studies at UT Austin, he blends deep domain expertise with growing data-science rigor. A practical innovator, he often generates simulated tomograms to validate ML annotations—a detail that highlights his habit of combining experimental realism with algorithmic solutions.
11 years of coding experience
17 years of employment as a software developer
PhD, Biomedical Sciences, PhD, Biomedical Sciences at Baylor College of MedicineBs., Physics, Bs., Physics at Universidad de SonoraMaster's degree, Data Science, Master's degree, Data Science at The University of Texas at AustinExchange Student, Physics/German/Biology, Exchange Student, Physics/German/Biology at The University of British ColumbiaAssociate's degree, Data Science, Associate's degree, Data Science at City College of San Francisco
English, Spanish, German, Portuguese, French, Japanese
Github Skills (14)
image-processing10
nvidia-docker8
dockerfile7
docker6
bash6
linux6
docker-container6
cuda5
gpu5
shell5
nvidia5
machine-learning2
deep-learning2
pytorch2
Programming languages (3)
Github contributions (5)
jgalaz84/misc-cryoet-tools
Mar 2023 - Aug 2025
Contributions:73 pushes in 2 years 5 months
jgalaz84/eman2
Jun 2015 - Jun 2015
Contributions:6 commits, 5 pushes, 2 branches in 1 day
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