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MLpronto: A tool for democratizing machine learning

The democratization of machine learning is a popular and growing movement. In a world with a wealth of publicly available data, it is important that algorithms for analysis of data are accessible and usable by everyone. We present MLpronto, a system for machine learning analysis that is designed to...

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Detalles Bibliográficos
Autores principales: Tjaden, Jacob, Tjaden, Brian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10688639/
https://www.ncbi.nlm.nih.gov/pubmed/38032968
http://dx.doi.org/10.1371/journal.pone.0294924
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author Tjaden, Jacob
Tjaden, Brian
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Tjaden, Brian
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description The democratization of machine learning is a popular and growing movement. In a world with a wealth of publicly available data, it is important that algorithms for analysis of data are accessible and usable by everyone. We present MLpronto, a system for machine learning analysis that is designed to be easy to use so as to facilitate engagement with machine learning algorithms. With its web interface, MLpronto requires no computer programming or machine learning background, and it normally returns results in a matter of seconds. As input, MLpronto takes a file of data to be analyzed. MLpronto then executes some of the more commonly used supervised machine learning algorithms on the data and reports the results of the analyses. As part of its execution, MLpronto generates computer programming code corresponding to its machine learning analysis, which it also supplies as output. Thus, MLpronto can be used as a no-code solution for citizen data scientists with no machine learning or programming background, as an educational tool for those learning about machine learning, and as a first step for those who prefer to engage with programming code in order to facilitate rapid development of machine learning projects. MLpronto is freely available for use at https://mlpronto.org/.
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spelling pubmed-106886392023-12-01 MLpronto: A tool for democratizing machine learning Tjaden, Jacob Tjaden, Brian PLoS One Research Article The democratization of machine learning is a popular and growing movement. In a world with a wealth of publicly available data, it is important that algorithms for analysis of data are accessible and usable by everyone. We present MLpronto, a system for machine learning analysis that is designed to be easy to use so as to facilitate engagement with machine learning algorithms. With its web interface, MLpronto requires no computer programming or machine learning background, and it normally returns results in a matter of seconds. As input, MLpronto takes a file of data to be analyzed. MLpronto then executes some of the more commonly used supervised machine learning algorithms on the data and reports the results of the analyses. As part of its execution, MLpronto generates computer programming code corresponding to its machine learning analysis, which it also supplies as output. Thus, MLpronto can be used as a no-code solution for citizen data scientists with no machine learning or programming background, as an educational tool for those learning about machine learning, and as a first step for those who prefer to engage with programming code in order to facilitate rapid development of machine learning projects. MLpronto is freely available for use at https://mlpronto.org/. Public Library of Science 2023-11-30 /pmc/articles/PMC10688639/ /pubmed/38032968 http://dx.doi.org/10.1371/journal.pone.0294924 Text en © 2023 Tjaden, Tjaden https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Tjaden, Jacob
Tjaden, Brian
MLpronto: A tool for democratizing machine learning
title MLpronto: A tool for democratizing machine learning
title_full MLpronto: A tool for democratizing machine learning
title_fullStr MLpronto: A tool for democratizing machine learning
title_full_unstemmed MLpronto: A tool for democratizing machine learning
title_short MLpronto: A tool for democratizing machine learning
title_sort mlpronto: a tool for democratizing machine learning
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10688639/
https://www.ncbi.nlm.nih.gov/pubmed/38032968
http://dx.doi.org/10.1371/journal.pone.0294924
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