High School Students’ Sense-making of Artificial Intelligence and Machine Learning

Can Tatar, Duncan Culbreth, Shiyan Jiang, C. Rosé, J. Chao, Rebecca Ellis, Shan Jiang, Kenia Wiedemann
{"title":"High School Students’ Sense-making of Artificial Intelligence and Machine Learning","authors":"Can Tatar, Duncan Culbreth, Shiyan Jiang, C. Rosé, J. Chao, Rebecca Ellis, Shan Jiang, Kenia Wiedemann","doi":"10.1145/3564721.3565958","DOIUrl":null,"url":null,"abstract":"This paper presents high school students’ sense-making of Artificial Intelligence (AI) and Machine Learning (ML) before and after they participated in a three-week technology-enhanced AI curriculum experience. We analyzed students’ pre-and-post assessment responses, responses to activity-specific questions, and classroom video recordings to explore their understanding of AI and ML. Our analysis revealed that students’ AI and ML conceptions shifted from media-informed concepts and presuppositions to more structured and process-oriented understandings after they completed AI curriculum modules. Our ongoing and future work aims to develop a deeper understanding of how students’ sense-making of AI and ML is influenced by their prior knowledge, experiences, and perspectives as well as the curriculum activities, tasks, and resources.","PeriodicalId":149708,"journal":{"name":"Proceedings of the 22nd Koli Calling International Conference on Computing Education Research","volume":"24 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-11-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 22nd Koli Calling International Conference on Computing Education Research","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3564721.3565958","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

This paper presents high school students’ sense-making of Artificial Intelligence (AI) and Machine Learning (ML) before and after they participated in a three-week technology-enhanced AI curriculum experience. We analyzed students’ pre-and-post assessment responses, responses to activity-specific questions, and classroom video recordings to explore their understanding of AI and ML. Our analysis revealed that students’ AI and ML conceptions shifted from media-informed concepts and presuppositions to more structured and process-oriented understandings after they completed AI curriculum modules. Our ongoing and future work aims to develop a deeper understanding of how students’ sense-making of AI and ML is influenced by their prior knowledge, experiences, and perspectives as well as the curriculum activities, tasks, and resources.
高中生对人工智能和机器学习的理解
本文介绍了高中学生在参加为期三周的技术增强人工智能课程体验前后对人工智能(AI)和机器学习(ML)的理解。我们分析了学生在评估前后的反应、对活动特定问题的回答以及课堂视频记录,以探索他们对人工智能和机器学习的理解。我们的分析表明,在完成人工智能课程模块后,学生的人工智能和机器学习概念从媒体知情的概念和预设转变为更加结构化和面向过程的理解。我们正在进行的和未来的工作旨在更深入地了解学生对AI和ML的理解是如何受到他们先前的知识、经验和观点以及课程活动、任务和资源的影响的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信