John Shumway

Principal Member Of Technical Staff at AMD

Washington, United States
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Summary

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Rockstar
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Top School
John Shumway is a Principal Member of Technical Staff with 14+ years uniting physics, high-performance computing, and ML infrastructure to accelerate model serving on modern hardware. He’s built and optimized GPU ML libraries and serving stacks at AMD and Google, leveraging deep C++, CUDA, Python, and profiling expertise to squeeze performance from accelerators and network topologies. A former physics professor and research group leader, he brings rigorous numerical methods and scientific software engineering from quantum simulations and semiconductor research into production-grade systems. His background spans startups, DOE labs, and academia, which informs a pragmatic approach to tooling, testing, and developer productivity across cloud and edge environments. Notably, he’s translated academic Monte Carlo and MPI experience into scalable GPU-focused ML libraries, marrying algorithmic insight with low-level systems craftsmanship. Located in Washington, he focuses on pushing ML serving performance boundaries while mentoring engineers to bridge research and product engineering.
code15 years of coding experience
job25 years of employment as a software developer
bookPh. D. Physics, Ph. D. Physics at University of Illinois Urbana-Champaign
bookUniversity of Missouri
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Github Skills (27)

kernel10
hdf9
cluster-computing9
machine-learning9
thin9
tensorflow9
latex9
deep-learning9
nvidia9
cpp8
cuda8
python8
gpu8
build-system8
siggraph8

Programming languages (4)

C++TeXAssemblyPython

Github contributions (5)

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shumway/srt_bootcamp

May 2015 - Jan 2016

Contributions:8 commits, 16 pushes, 2 branches in 8 months
shumway/tdmsreader

Sep 2011 - Jul 2012

Contributions:27 commits in 9 months
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