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An artificial intelligence life cycle: From conception to production
This paper presents the “CDAC AI life cycle,” a comprehensive life cycle for the design, development, and deployment of artificial intelligence (AI) systems and solutions. It addresses the void of a practical and inclusive approach that spans beyond the technical constructs to also focus on the chal...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9214328/ https://www.ncbi.nlm.nih.gov/pubmed/35755876 http://dx.doi.org/10.1016/j.patter.2022.100489 |
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author | De Silva, Daswin Alahakoon, Damminda |
author_facet | De Silva, Daswin Alahakoon, Damminda |
author_sort | De Silva, Daswin |
collection | PubMed |
description | This paper presents the “CDAC AI life cycle,” a comprehensive life cycle for the design, development, and deployment of artificial intelligence (AI) systems and solutions. It addresses the void of a practical and inclusive approach that spans beyond the technical constructs to also focus on the challenges of risk analysis of AI adoption, transferability of prebuilt models, increasing importance of ethics and governance, and the composition, skills, and knowledge of an AI team required for successful completion. The life cycle is presented as the progression of an AI solution through its distinct phases—design, develop, and deploy—and 19 constituent stages from conception to production as applicable to any AI initiative. This life cycle addresses several critical gaps in the literature where related work on approaches and methodologies are adapted and not designed specifically for AI. A technical and organizational taxonomy that synthesizes the functional value of AI is a further contribution of this article. |
format | Online Article Text |
id | pubmed-9214328 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-92143282022-06-23 An artificial intelligence life cycle: From conception to production De Silva, Daswin Alahakoon, Damminda Patterns (N Y) Descriptor This paper presents the “CDAC AI life cycle,” a comprehensive life cycle for the design, development, and deployment of artificial intelligence (AI) systems and solutions. It addresses the void of a practical and inclusive approach that spans beyond the technical constructs to also focus on the challenges of risk analysis of AI adoption, transferability of prebuilt models, increasing importance of ethics and governance, and the composition, skills, and knowledge of an AI team required for successful completion. The life cycle is presented as the progression of an AI solution through its distinct phases—design, develop, and deploy—and 19 constituent stages from conception to production as applicable to any AI initiative. This life cycle addresses several critical gaps in the literature where related work on approaches and methodologies are adapted and not designed specifically for AI. A technical and organizational taxonomy that synthesizes the functional value of AI is a further contribution of this article. Elsevier 2022-04-13 /pmc/articles/PMC9214328/ /pubmed/35755876 http://dx.doi.org/10.1016/j.patter.2022.100489 Text en © 2022 The Authors https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Descriptor De Silva, Daswin Alahakoon, Damminda An artificial intelligence life cycle: From conception to production |
title | An artificial intelligence life cycle: From conception to production |
title_full | An artificial intelligence life cycle: From conception to production |
title_fullStr | An artificial intelligence life cycle: From conception to production |
title_full_unstemmed | An artificial intelligence life cycle: From conception to production |
title_short | An artificial intelligence life cycle: From conception to production |
title_sort | artificial intelligence life cycle: from conception to production |
topic | Descriptor |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9214328/ https://www.ncbi.nlm.nih.gov/pubmed/35755876 http://dx.doi.org/10.1016/j.patter.2022.100489 |
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