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Artificial Intelligence and Machine Learning: An Instructor’s Exoskeleton in the Future of Education
The role of artificial intelligence in US education is expanding. As education moves toward providing customized learning paths, the use of artificial intelligence (AI) and machine learning (ML) algorithms in learning systems increases. This can be viewed as growing metaphorical exoskeletons for ins...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7948000/ http://dx.doi.org/10.1007/978-3-030-58948-6_5 |
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author | August, Stephanie E. Tsaima, Audrey |
author_facet | August, Stephanie E. Tsaima, Audrey |
author_sort | August, Stephanie E. |
collection | PubMed |
description | The role of artificial intelligence in US education is expanding. As education moves toward providing customized learning paths, the use of artificial intelligence (AI) and machine learning (ML) algorithms in learning systems increases. This can be viewed as growing metaphorical exoskeletons for instructors, enabling them to provide a higher level of guidance, feedback, and autonomy to learners. In turn, the instructor gains time to sense student needs and support authentic learning experiences that go beyond what AI and ML can provide. Applications of AI-based education technology support learning through automated tutoring, personalizing learning, assessing student knowledge, and automating tasks normally performed by the instructor. This technology raises questions about how it is best used, what data provides evidence of the impact of AI and ML on learning, and future directions in interactive learning systems. Exploration of the use of AI and ML for both co-curricular and independent learnings in content presentation and instruction; interactions, communications, and discussions; learner activities; assessment and evaluation; and co-curricular opportunities provide guidance for future research. |
format | Online Article Text |
id | pubmed-7948000 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
record_format | MEDLINE/PubMed |
spelling | pubmed-79480002021-03-12 Artificial Intelligence and Machine Learning: An Instructor’s Exoskeleton in the Future of Education August, Stephanie E. Tsaima, Audrey Innovative Learning Environments in STEM Higher Education Article The role of artificial intelligence in US education is expanding. As education moves toward providing customized learning paths, the use of artificial intelligence (AI) and machine learning (ML) algorithms in learning systems increases. This can be viewed as growing metaphorical exoskeletons for instructors, enabling them to provide a higher level of guidance, feedback, and autonomy to learners. In turn, the instructor gains time to sense student needs and support authentic learning experiences that go beyond what AI and ML can provide. Applications of AI-based education technology support learning through automated tutoring, personalizing learning, assessing student knowledge, and automating tasks normally performed by the instructor. This technology raises questions about how it is best used, what data provides evidence of the impact of AI and ML on learning, and future directions in interactive learning systems. Exploration of the use of AI and ML for both co-curricular and independent learnings in content presentation and instruction; interactions, communications, and discussions; learner activities; assessment and evaluation; and co-curricular opportunities provide guidance for future research. 2021-03-12 /pmc/articles/PMC7948000/ http://dx.doi.org/10.1007/978-3-030-58948-6_5 Text en © The Author(s) 2021 Open Access This chapter is licensed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made. The images or other third party material in this chapter are included in the chapter's Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the chapter's Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. |
spellingShingle | Article August, Stephanie E. Tsaima, Audrey Artificial Intelligence and Machine Learning: An Instructor’s Exoskeleton in the Future of Education |
title | Artificial Intelligence and Machine Learning: An Instructor’s Exoskeleton in the Future of Education |
title_full | Artificial Intelligence and Machine Learning: An Instructor’s Exoskeleton in the Future of Education |
title_fullStr | Artificial Intelligence and Machine Learning: An Instructor’s Exoskeleton in the Future of Education |
title_full_unstemmed | Artificial Intelligence and Machine Learning: An Instructor’s Exoskeleton in the Future of Education |
title_short | Artificial Intelligence and Machine Learning: An Instructor’s Exoskeleton in the Future of Education |
title_sort | artificial intelligence and machine learning: an instructor’s exoskeleton in the future of education |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7948000/ http://dx.doi.org/10.1007/978-3-030-58948-6_5 |
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