Ryan Robinett - Graduate Student Researcher

Ryan Robinett

Graduate Student Researcher

Greater Boston United States

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Summary

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Senior

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Top School

Ryan Robinett is a machine learning researcher and PhD candidate at the University of Chicago, focusing on biomathematics through manifold learning, Riemannian optimization, and Wasserstein geometry. He blends rigorous mathematics with practical ML, building scalable algorithms in Python (Scikit-Learn, PyTorch, Pymanopt, JAX) as well as Julia, MATLAB, R, and Wolfram. Over the past decade, he has contributed across academia and research labs, including MIT CSAIL where he designed deterministic DNN topologies via mixed-radix systems and Kronecker products, implemented in Julia and Python, and collaborated with MIT Lincoln Laboratory's Supercomputing Group to train large sparse networks. He also developed mathematical models of receptor signaling during his MIT and Chicago work, reflecting a strong interdisciplinary bent. Based in the Greater Boston area, he is advancing his PhD while leading research at the University of Chicago and the Pritzker School of Molecular Engineering, with a track record of translating theory into testable algorithms. A notable strength is turning abstract functional-analytic ideas into concrete machine learning methods with potential biomedical impact.

12 years of coding experience

2 years of employment as a software developer

Bachelor of Science - BS, Mathematics, Bachelor of Science - BS, Mathematics at Massachusetts Institute of Technology

Doctor of Philosophy - PhD, Computer Science, Doctor of Philosophy - PhD, Computer Science at University of Chicago

English, Spanish, French

Stackoverflow

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Github Skills (13)

jlink10

stm3210

hal10

microcontrollers9

msp4329

cortex9

cortex-m9

libopencm39

embedded8

arm8

microcontroller7

arduino1

arduino-library1

Programming languages (1)

Github contributions (5)

fishr/rfbands

Aug 2015 - Dec 2015

Contributions:46 commits, 31 pushes, 4 branches in 3 months

fishr/lightdj

Jul 2013 - Oct 2016

Contributions:11 commits, 6 pushes in 3 years 3 months

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