Frederic Sala

Assistant Professor, Computer Sciences Department at University of Wisconsin-Madison

Madison, Wisconsin, United States
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Summary

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Frederic Sala is an assistant professor of computer sciences at the University of Wisconsin–Madison and chief scientist at Snorkel AI, blending academic research on the fundamentals of data-driven systems with practical leadership in data-first AI productization. With a Ph.D. from UCLA and a Stanford postdoc in the Hazy group, he brings eight years of research experience across machine learning, data systems, and applied signals work. His background includes industry research internships at JPL and Samsung and early engineering experience at Microsoft, giving him a strong track record of moving ideas from prototype to production. Known for bridging theoretical rigor and real-world impact, he focuses on scalable methods that reduce reliance on hand-labeled data and speed end-to-end ML deployment. An often-overlooked thread in his career is a consistent focus on data compression and memory-efficient representations, which informs his approach to large-scale, data-centric AI.
code8 years of coding experience
job10 years of employment as a software developer
bookBS, Electrical Engineering, BS, Electrical Engineering at University of Michigan
bookDoctor of Philosophy (Ph.D.), Electrical Engineering, Doctor of Philosophy (Ph.D.), Electrical Engineering at University of California, Los Angeles
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Github Skills (19)

snorkel10
hyperbolic10
training-data9
weakly-supervised-learning9
data-augmentation9
python8
weak-supervision8
machine-learning8
labeling8
metal7
deep-learning6
ai6
natural-language-processing6
pytorch6
data-science6

Programming languages (2)

CSSPython

Github contributions (5)

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HazyResearch/stanfordnlp

Mar 2019 - Apr 2019

Official Stanford NLP Python Library for Many Human Languages
Contributions:15 commits, 17 pushes in 19 days
nlphuman-languagespython-librarypythonpython-nlp
HazyResearch/hyperbolics

Jan 2018 - Jan 2020

Hyperbolic Embeddings
Contributions:102 commits, 57 pushes, 1 branch in 2 years
hyperbolicembeddingsmachine-learninghyperbolic-embeddings
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Frederic Sala - Assistant Professor, Computer Sciences Department at University of Wisconsin-Madison