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Training Complex Models with Multi-Task Weak Supervision

As machine learning models continue to increase in complexity, collecting large hand-labeled training sets has become one of the biggest roadblocks in practice. Instead, weaker forms of supervision that provide noisier but cheaper labels are often used. However, these weak supervision sources have d...

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Bibliographische Detailangaben
Veröffentlicht in:Proc AAAI Conf Artif Intell
Hauptverfasser: Ratner, Alexander, Hancock, Braden, Dunnmon, Jared, Sala, Frederic, Pandey, Shreyash, Ré, Christopher
Format: Artigo
Sprache:Inglês
Veröffentlicht: 2019
Schlagworte:
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC6765366/
https://ncbi.nlm.nih.gov/pubmed/31565535
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1609/aaai.v33i01.33014763
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