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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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Detaylı Bibliyografya
Yayımlandı:Proc AAAI Conf Artif Intell
Asıl Yazarlar: Ratner, Alexander, Hancock, Braden, Dunnmon, Jared, Sala, Frederic, Pandey, Shreyash, Ré, Christopher
Materyal Türü: Artigo
Dil:Inglês
Baskı/Yayın Bilgisi: 2019
Konular:
Online Erişim: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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