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Snorkel MeTaL: Weak Supervision for Multi-Task Learning

Many real-world machine learning problems are challenging to tackle for two reasons: (i) they involve multiple sub-tasks at different levels of granularity; and (ii) they require large volumes of labeled training data. We propose Snorkel MeTaL, an end-to-end system for multi-task learning that lever...

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Bibliografiske detaljer
Udgivet i:Proc Second Workshop Data Manag End End Mach Learn (2018)
Main Authors: Ratner, Alex, Hancock, Braden, Dunnmon, Jared, Goldman, Roger, Ré, Christopher
Format: Artigo
Sprog:Inglês
Udgivet: 2018
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC6436830/
https://ncbi.nlm.nih.gov/pubmed/30931438
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1145/3209889.3209898
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