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Snorkel: Rapid Training Data Creation with Weak Supervision

Labeling training data is increasingly the largest bottleneck in deploying machine learning systems. We present Snorkel, a first-of-its-kind system that enables users to train state-of- the-art models without hand labeling any training data. Instead, users write labeling functions that express arbit...

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Detalhes bibliográficos
Publicado no:Proceedings VLDB Endowment
Main Authors: Ratner, Alexander, Bach, Stephen H., Ehrenberg, Henry, Fries, Jason, Wu, Sen, Ré, Christopher
Formato: Artigo
Idioma:Inglês
Publicado em: 2017
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5951191/
https://ncbi.nlm.nih.gov/pubmed/29770249
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.14778/3157794.3157797
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