Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Mannodi-Kanakkithodi, Arun, McDannald, Austin, Sun, Shijing, Desai, Saaketh, Brown, Keith A., Kusne, A. Gilad
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2023
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
_version_ 1785035989618524160
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
work_keys_str_mv AT mannodikanakkithodiarun aframeworkformaterialsinformaticseducationthroughworkshops
AT mcdannaldaustin aframeworkformaterialsinformaticseducationthroughworkshops
AT sunshijing aframeworkformaterialsinformaticseducationthroughworkshops
AT desaisaaketh aframeworkformaterialsinformaticseducationthroughworkshops
AT brownkeitha aframeworkformaterialsinformaticseducationthroughworkshops
AT kusneagilad aframeworkformaterialsinformaticseducationthroughworkshops
AT mannodikanakkithodiarun frameworkformaterialsinformaticseducationthroughworkshops
AT mcdannaldaustin frameworkformaterialsinformaticseducationthroughworkshops
AT sunshijing frameworkformaterialsinformaticseducationthroughworkshops
AT desaisaaketh frameworkformaterialsinformaticseducationthroughworkshops
AT brownkeitha frameworkformaterialsinformaticseducationthroughworkshops
AT kusneagilad frameworkformaterialsinformaticseducationthroughworkshops