Busque entre los 156529 recursos disponibles en el repositorio
Mostrar el registro sencillo del ítem
dc.date.accessioned | 2021-05-21T17:47:54Z | |
dc.date.available | 2021-05-21T17:47:54Z | |
dc.date.issued | 2020 | |
dc.identifier.uri | http://sedici.unlp.edu.ar/handle/10915/119195 | |
dc.description.abstract | Artificial intelligence, in particular machine learning (ML), has emerged as a key promising pillar to overcome the high failure rate in drug development. Here, we present a primer on the ML algorithms most commonly used in drug discovery and development. We also list possible data sources, describe good practices for ML model development and validation, and share a reproducible example. A companion article will summarize applications of ML in drug discovery, drug development, and postapproval phase. | en |
dc.format.extent | 129-142 | es |
dc.language | en | es |
dc.subject | Machine learning | es |
dc.subject | Algorithms | es |
dc.subject | Drug development | es |
dc.subject | Tutorial | es |
dc.title | Machine Learning in Drug Discovery and Development Part 1: A Primer | en |
dc.type | Articulo | es |
sedici.identifier.other | https://doi.org/10.1002/psp4.12491 | es |
sedici.identifier.issn | 2163-8306 | es |
sedici.creator.person | Talevi, Alan | es |
sedici.creator.person | Morales, Juan Francisco | es |
sedici.creator.person | Hather, Gregory | es |
sedici.creator.person | Podichetty, Jagdeep T. | es |
sedici.creator.person | Kim, Sarah | es |
sedici.creator.person | Bloomingdale, Peter C. | es |
sedici.creator.person | Kim, Samuel | es |
sedici.creator.person | Burton, Jackson | es |
sedici.creator.person | Brown, Joshua D. | es |
sedici.creator.person | Winterstein, Almut G. | es |
sedici.creator.person | Schmidt, Stephan | es |
sedici.creator.person | White, Jensen Kael | es |
sedici.creator.person | Conrado, Daniela J. | es |
sedici.subject.materias | Química | es |
sedici.description.fulltext | true | es |
mods.originInfo.place | Laboratorio de Investigación y Desarrollo de Bioactivos | es |
sedici.subtype | Articulo | es |
sedici.rights.license | Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) | |
sedici.rights.uri | http://creativecommons.org/licenses/by-nc/4.0/ | |
sedici.description.peerReview | peer-review | es |
sedici.relation.journalTitle | CPT: Pharmacometrics & Systems Pharmacology | es |
sedici.relation.journalVolumeAndIssue | vol. 9, no. 3 | es |