Justas Birgiolas

Staff Machine Learning Engineer at Ronin Institute

Cincinnati Metropolitan Area 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 (140)

parallel10
computational-neuroscience10
python10
annotations10
3d-structure10
datasets10
hyperparameter-optimization10
neuroml10
deep-learning10
label-studio10
ray10
optimization10
llm-inference10
ai10
database10

Programming languages (13)

C#JavaC++CHTMLXSLTAGS ScriptJupyter Notebook

Github contributions (5)

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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
JustasB/linetimer

Apr 2019 - Feb 2022

A small Python class to measure the time taken by indented lines
Contributions:1 review, 25 commits, 4 PRs in 2 years 10 months
python
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