Ali Siahkoohi

Assistant Professor at University of Central Florida

Orlando, Florida, United States
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Summary

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Senior
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Top School
Ali Siahkoohi is an assistant professor and computational scientist with nine years of experience bridging AI, uncertainty quantification, and inverse problems. Trained at Georgia Tech and mentored by Maarten de Hoop and Richard Baraniuk, his research develops scalable methods for quantifying model uncertainty using generative models, variational inference, and hypernetworks to improve AI robustness. He held a Simons Postdoctoral Fellowship at Rice and research roles at Georgia Tech, UBC, and a research internship at Google’s Chrome Media team, demonstrating fluency across academia and industry. Based in Orlando, he combines deep domain knowledge from geophysics and electrical engineering with modern ML to tackle reliability in high-stakes models. His work is notable for applying theory-driven approaches from seismic imaging to practical uncertainty estimation in AI systems.
code9 years of coding experience
job6 years of employment as a software developer
bookDoctor of Philosophy - PhD, Computational Science and Engineering, Doctor of Philosophy - PhD, Computational Science and Engineering at Georgia Institute of Technology
bookMaster’s Degree, Geophysics, Master’s Degree, Geophysics at University of Tehran
bookBachelor’s Degree, Electrical Engineering - Communication Systems, Bachelor’s Degree, Electrical Engineering - Communication Systems at Sharif University of Technology
languagesEnglish
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Github Skills (55)

inversion10
dsl10
bayesian-inference10
julia10
linear-operators10
convolutional-neural-networks9
machine-learning9
probing9
backpropagation9
parallel-computing9
linear-algebra9
deep-learning9
jit9
html8
monte-carlo8

Programming languages (4)

JuliaTeXJupyter NotebookPython

Github contributions (5)

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slimgroup/dp4imaging

Jun 2022 - Nov 2025

Contributions:46 pushes, 7 branches in 3 years 5 months
slimgroup/Devito4PyTorch

Dec 2019 - Aug 2020

Integrating Devito operators into PyTorch
Contributions:36 commits, 2 PRs, 13 pushes in 7 months
pytorchdevitopdebackpropagation
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