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Opportunities and obstacles for deep learning in biology and medicine.
Ching T, Himmelstein DS, Beaulieu-Jones BK, Kalinin AA, Do BT, Way GP, Ferrero E, Agapow PM, Zietz M, Hoffman MM, Xie W, Rosen GL, Lengerich BJ, Israeli J, Lanchantin J, Woloszynek S, Carpenter AE, Shrikumar A, Xu J, Cofer EM, Lavender CA, Turaga SC, Alexandari AM, Lu Z, Harris DJ, DeCaprio D, Qi Y, Kundaje A, Peng Y, Wiley LK, Segler MHS, Boca SM, Swamidass SJ, Huang A, Gitter A, Greene CS. Ching T, et al. Among authors: lengerich bj. J R Soc Interface. 2018 Apr;15(141):20170387. doi: 10.1098/rsif.2017.0387. J R Soc Interface. 2018. PMID: 29618526 Free PMC article. Review.
Ten quick tips for deep learning in biology.
Lee BD, Gitter A, Greene CS, Raschka S, Maguire F, Titus AJ, Kessler MD, Lee AJ, Chevrette MG, Stewart PA, Britto-Borges T, Cofer EM, Yu KH, Carmona JJ, Fertig EJ, Kalinin AA, Signal B, Lengerich BJ, Triche TJ Jr, Boca SM. Lee BD, et al. Among authors: lengerich bj. PLoS Comput Biol. 2022 Mar 24;18(3):e1009803. doi: 10.1371/journal.pcbi.1009803. eCollection 2022 Mar. PLoS Comput Biol. 2022. PMID: 35324884 Free PMC article. No abstract available.