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Snorkel: rapid training data creation with weak supervision.
Ratner A, Bach SH, Ehrenberg H, Fries J, Wu S, Ré C. Ratner A, et al. Among authors: bach sh. VLDB J. 2020;29(2):709-730. doi: 10.1007/s00778-019-00552-1. Epub 2019 Jul 15. VLDB J. 2020. PMID: 32214778 Free PMC article.
Interaction between anti-tick vaccine and a macrocyclic lactone improves acaricidal efficacy against Rhipicephalus (Boophilus) microplus (Canestrini) (Acari: Ixodidae) in experimentally infested cattle.
Arocho Rosario CM, Miller RJ, Klafke GM, Coates C, Grant WE, Samenuk G, Yeater K, Tidwell J, Bach S, Pérez de León AA, Teel PD. Arocho Rosario CM, et al. Among authors: bach s. Vaccine. 2022 Nov 8;40(47):6795-6801. doi: 10.1016/j.vaccine.2022.10.001. Epub 2022 Oct 14. Vaccine. 2022. PMID: 36244881 Free article.
Snorkel: Rapid Training Data Creation with Weak Supervision.
Ratner A, Bach SH, Ehrenberg H, Fries J, Wu S, Ré C. Ratner A, et al. Among authors: bach sh. Proceedings VLDB Endowment. 2017 Nov;11(3):269-282. doi: 10.14778/3157794.3157797. Proceedings VLDB Endowment. 2017. PMID: 29770249 Free PMC article.
Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale.
Bach SH, Rodriguez D, Liu Y, Luo C, Shao H, Xia C, Sen S, Ratner A, Hancock B, Alborzi H, Kuchhal R, Ré C, Malkin R. Bach SH, et al. Proc ACM SIGMOD Int Conf Manag Data. 2019 Jun-Jul;2019:362-375. doi: 10.1145/3299869.3314036. Proc ACM SIGMOD Int Conf Manag Data. 2019. PMID: 31777414 Free PMC article.