Justas Birgiolas

Staff Machine Learning Engineer at Ronin Institute

Cincinnati, Ohio, United States
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Summary

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Justas Birgiolas is a Staff Machine Learning Engineer in Cincinnati with 11 years of experience applying deep learning, computer vision, and signal-processing techniques to production problems at scale. He pairs a PhD in Computational Neuroscience and an MBA from Carnegie Mellon to bridge rigorous research methods with business strategy, routinely deploying high-performance compute on AWS/GCP and Kubernetes. At ACV Auctions he drives ML system design and cross-functional teams, while continuing scholarly work as a Research Scholar at Ronin Institute. His toolset spans from CUDA and PyTorch to LangChain and MPI, enabling both model innovation (including generative AI and LLM work) and robust engineering for diverse datasets and databases. Notably, his background in neuroscience and simulation tools (NEURON/NMODL, NeuroML) gives him unusual depth in modeling dynamical systems alongside applied ML.
code11 years of coding experience
job7 years of employment as a software developer
bookDoctor of Philosophy - PhD, Computational Neuroscience, Doctor of Philosophy - PhD, Computational Neuroscience at Arizona State University
bookCertificate, Change Leadership, Certificate, Change Leadership at Cornell University
bookUniversity of Illinois Urbana-Champaign
bookMaster of Business Administration (MBA), Entrepreneurship/Entrepreneurial Studies, Master of Business Administration (MBA), Entrepreneurship/Entrepreneurial Studies at Carnegie Mellon University
languagesGerman, Russian, Lithuanian, English
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Github Skills (185)

parallel10
computational-neuroscience10
python10
simulator10
annotations10
standardized10
3d-structure10
datasets10
hyperparameter-optimization10
mlops10
neuroml10
deep-learning10
automl10
label-studio10
ray10

Programming languages (12)

C#JavaOpenEdge ABLC++CJavaScriptXSLTHTML

Github contributions (5)

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JustasB/BlenderNEURON

Jan 2018 - Apr 2022

Exports 3D structure and activity from NEURON simulator to Blender
Contributions:3 releases, 176 commits, 14 PRs in 4 years 3 months
pythonblenderexportssimulator3d-structure
JustasB/neuronunit

Mar 2019 - Dec 2022

A package for data-driven validation of neuron and ion channel models using SciUnit
Contributions:6 PRs, 35 pushes, 1 branch in 3 years 9 months
data-drivenneurosciencevalidationion-channelcomputational-neuroscience
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