Nao Hiranuma

Director Of Machine Learning Research at Vilya

Seattle, Washington, United States
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Summary

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Senior
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Nao Hiranuma is Director of Machine Learning Research and scientific co-founder at Vilya, bringing 11 years of deep-learning and computational biology experience to deploy geometric generative models and ML operations. He holds a PhD from the University of Washington’s Allen School and built DeepAccNet, which won CASP14’s Estimation of Model Accuracy against 68 teams, demonstrating rare expertise at the intersection of protein structure and ML. His work spans GNNs, SE(3)-equivariant transformers, 3D convnets and large-scale training pipelines on Slurm, and he’s transitioned academic models into production at Vilya. A hands-on implementer, he routinely re-implements state-of-the-art papers in PyTorch/TensorFlow and optimizes performance across millions of samples. Based in Seattle, he balances research leadership with practical ML engineering, advising how advanced geometric and model-based optimization methods can drive real-world protein design applications.
code11 years of coding experience
job11 years of employment as a software developer
bookDoctor of Philosophy (Ph.D.), Computer Science, Doctor of Philosophy (Ph.D.), Computer Science at University of Washington
bookBachelor of Arts (BA) in Biology, Bachelor of Arts (BA) in Computer Science, 3.8 GPA, Bachelor of Arts (BA) in Biology, Bachelor of Arts (BA) in Computer Science, 3.8 GPA at Carleton College
languagesJapanese, English
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Github Skills (21)

keras8
meta-tags7
python7
deep-learning6
tensorflow6
julia5
genomics5
api5
medicine5
metadata5
gzip4
pytorch4
data-science4
machine-learning4
zlib4

Programming languages (3)

JuliaHTMLPython

Github contributions (5)

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hiranumn/IntegratedGradients

Apr 2017 - Apr 2018

Contributions:52 commits, 3 PRs, 50 pushes in 1 year
deep-networkspythongradientsdefinedintegrated
hiranumn/PyProtein

Jul 2019 - Jul 2019

Contributions:17 commits, 19 pushes, 1 branch in 4 days
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Nao Hiranuma - Director Of Machine Learning Research at Vilya