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A framework for materials informatics education through workshops
ABSTRACT: The burgeoning field of materials informatics necessitates a focus on educating the next generation of materials scientists in the concepts of data science, artificial intelligence (AI), and machine learning (ML). In addition to incorporating these topics in undergraduate and graduate curr...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10153775/ https://www.ncbi.nlm.nih.gov/pubmed/37361859 http://dx.doi.org/10.1557/s43577-023-00531-6 |
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author | Mannodi-Kanakkithodi, Arun McDannald, Austin Sun, Shijing Desai, Saaketh Brown, Keith A. Kusne, A. Gilad |
author_facet | Mannodi-Kanakkithodi, Arun McDannald, Austin Sun, Shijing Desai, Saaketh Brown, Keith A. Kusne, A. Gilad |
author_sort | Mannodi-Kanakkithodi, Arun |
collection | PubMed |
description | ABSTRACT: The burgeoning field of materials informatics necessitates a focus on educating the next generation of materials scientists in the concepts of data science, artificial intelligence (AI), and machine learning (ML). In addition to incorporating these topics in undergraduate and graduate curricula, regular hands-on workshops present the most effective medium to initiate researchers to informatics and have them start applying the best AI/ML tools to their own research. With the help of the Materials Research Society (MRS), members of the MRS AI Staging Committee, and a dedicated team of instructors, we successfully conducted workshops covering the essential concepts of AI/ML as applied to materials data, at both the Spring and Fall Meetings in 2022, with plans to make this a regular feature in future meetings. In this article, we discuss the importance of materials informatics education via the lens of these workshops, including details such as learning and implementing specific algorithms, the crucial nuts and bolts of ML, and using competitions to increase interest and participation. GRAPHICAL ABSTRACT: [Image: see text] |
format | Online Article Text |
id | pubmed-10153775 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-101537752023-05-03 A framework for materials informatics education through workshops Mannodi-Kanakkithodi, Arun McDannald, Austin Sun, Shijing Desai, Saaketh Brown, Keith A. Kusne, A. Gilad MRS Bull Review Article ABSTRACT: The burgeoning field of materials informatics necessitates a focus on educating the next generation of materials scientists in the concepts of data science, artificial intelligence (AI), and machine learning (ML). In addition to incorporating these topics in undergraduate and graduate curricula, regular hands-on workshops present the most effective medium to initiate researchers to informatics and have them start applying the best AI/ML tools to their own research. With the help of the Materials Research Society (MRS), members of the MRS AI Staging Committee, and a dedicated team of instructors, we successfully conducted workshops covering the essential concepts of AI/ML as applied to materials data, at both the Spring and Fall Meetings in 2022, with plans to make this a regular feature in future meetings. In this article, we discuss the importance of materials informatics education via the lens of these workshops, including details such as learning and implementing specific algorithms, the crucial nuts and bolts of ML, and using competitions to increase interest and participation. GRAPHICAL ABSTRACT: [Image: see text] Springer International Publishing 2023-05-02 /pmc/articles/PMC10153775/ /pubmed/37361859 http://dx.doi.org/10.1557/s43577-023-00531-6 Text en © The Author(s), under exclusive License to the Materials Research Society 2023, Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Review Article Mannodi-Kanakkithodi, Arun McDannald, Austin Sun, Shijing Desai, Saaketh Brown, Keith A. Kusne, A. Gilad A framework for materials informatics education through workshops |
title | A framework for materials informatics education through workshops |
title_full | A framework for materials informatics education through workshops |
title_fullStr | A framework for materials informatics education through workshops |
title_full_unstemmed | A framework for materials informatics education through workshops |
title_short | A framework for materials informatics education through workshops |
title_sort | framework for materials informatics education through workshops |
topic | Review Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10153775/ https://www.ncbi.nlm.nih.gov/pubmed/37361859 http://dx.doi.org/10.1557/s43577-023-00531-6 |
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