Sam Lobel

Machine Learning Research Scientist at Nuro

East Providence, Rhode Island, United States
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Summary

👤
Senior
🎓
Top School
Sam Lobel is a machine learning research scientist specializing in reinforcement learning for autonomous systems, currently applying optimistic exploration algorithms to real-world AV problems at Nuro. With a Ph.D. from Brown under George Konidaris, his research bridges classical RL theory and deep learning to produce practical, uncertainty-aware exploration methods. He has industry experience at SonyAI and earlier software roles where he built production data pipelines and web tools, giving him uncommon fluency across research prototypes and production engineering. Based in Rhode Island and active in both academic and applied settings, Sam focuses on making theoretically grounded RL work reliably at scale in complex, safety-critical environments.
code11 years of coding experience
job4 years of employment as a software developer
bookDoctor of Philosophy - PhD, Computer Science, Doctor of Philosophy - PhD, Computer Science at Brown University
bookBachelor’s Degree, Physics, Bachelor’s Degree, Physics at University of Pennsylvania
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Github Skills (121)

python9
flask9
reinforcement-learning9
actor-critic8
deep-reinforcement-learning8
pyramid8
webapp8
deep-learning8
gpu8
machine-learning8
node-postgres7
wsgi7
numpy7
wandb7
bottle7

Programming languages (8)

TypeScriptC++RustTeXJavaScriptHTMLJupyter NotebookPython

Github contributions (5)

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samlobel/onager

Dec 2020 - Jan 2023

Lightweight python library for launching experiments and tuning hyperparameters, either locally or on a cluster
Contributions:6 reviews, 1 PR, 6 pushes in 2 years
python-librarypythontuning-hyperparametershyperparameterslocally
samlobel/AutoRecorder

Oct 2015 - Mar 2023

Contributions:3 pushes, 1 branch in 7 years 6 months
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Sam Lobel - Machine Learning Research Scientist at Nuro