Validating and Verifying AI Systems

AI systems will only fulfill their promise for society if they can be relied upon. This means that the role and task of the system must be properly formulated; that the system must be bug free, be based on properly representative data, and can cope with anomalies and data quality issues; and that it...

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Detalles Bibliográficos
Autores principales: Hand, David J., Khan, Shakeel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2020
Materias:
Opinion
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7660449/
https://www.ncbi.nlm.nih.gov/pubmed/33205105
http://dx.doi.org/10.1016/j.patter.2020.100037
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author Hand, David J.
Khan, Shakeel
author_facet Hand, David J.
Khan, Shakeel
author_sort Hand, David J.
collection PubMed
description AI systems will only fulfill their promise for society if they can be relied upon. This means that the role and task of the system must be properly formulated; that the system must be bug free, be based on properly representative data, and can cope with anomalies and data quality issues; and that its output is sufficiently accurate for the task.
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spelling pubmed-76604492020-11-16 Validating and Verifying AI Systems Hand, David J. Khan, Shakeel Patterns (N Y) Opinion AI systems will only fulfill their promise for society if they can be relied upon. This means that the role and task of the system must be properly formulated; that the system must be bug free, be based on properly representative data, and can cope with anomalies and data quality issues; and that its output is sufficiently accurate for the task. Elsevier 2020-06-12 /pmc/articles/PMC7660449/ /pubmed/33205105 http://dx.doi.org/10.1016/j.patter.2020.100037 Text en © 2020 The Author(s) http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Opinion
Hand, David J.
Khan, Shakeel
Validating and Verifying AI Systems
title Validating and Verifying AI Systems
title_full Validating and Verifying AI Systems
title_fullStr Validating and Verifying AI Systems
title_full_unstemmed Validating and Verifying AI Systems
title_short Validating and Verifying AI Systems
title_sort validating and verifying ai systems
topic Opinion
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7660449/
https://www.ncbi.nlm.nih.gov/pubmed/33205105
http://dx.doi.org/10.1016/j.patter.2020.100037
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