arXiv:2503.19006cs.CYcs.AI2025-03AAAI被引 1

用计算机视觉教计算思维,让初学者在实践中掌握AI技能与伦理

Computational Thinking with Computer Vision: Developing AI Competency in an Introductory Computer Science Course

  • 以计算机视觉为应用背景培养计算思维
  • 学生自选项目提升自信与参与感,对AI伦理认知显著提高
  • 适合想在入门阶段接触AI的本科生及跨学科学习者

培养人工智能素养对各层次计算机科学学生日益重要。然而,以往研究多集中于高阶课程,传统入门课程难以提供充分的AI学习机会。本文介绍一门面向入门级计算机科学学生的课程,通过计算机视觉这一人工智能子领域作为应用情境,帮助学生发展计算思维能力,并同步培养批判性思维,了解AI方法及其社会影响。课程结合个人项目和阅读讨论等实践形式,平衡技术学习与批判思考目标。基于课前课后问卷调查的评估显示,学生在归属感、自我效能感及AI伦理意识方面均有提升。结果表明,以AI为导向的教学能增强参与度与就业竞争力;学生自主选择的项目有助于提升自我效能感;基于伦理的AI教学对跨学科群体有效。学生在阅读讨论中表现出对当前人工智能复杂挑战的深入思考。最后,文章分享了面向大规模学生群体推广该课程的实践经验与优化建议。

原文摘要 · Abstract (English)

Developing competency in artificial intelligence is becoming increasingly crucial for computer science (CS) students at all levels of the CS curriculum. However, most previous research focuses on advanced CS courses, as traditional introductory courses provide limited opportunities to develop AI skills and knowledge. This paper introduces an introductory CS course where students learn computational thinking through computer vision, a sub-field of AI, as an application context. The course aims to achieve computational thinking outcomes alongside critical thinking outcomes that expose students to AI approaches and their societal implications. Through experiential activities such as individual projects and reading discussions, our course seeks to balance technical learning and critical thinking goals. Our evaluation, based on pre-and post-course surveys, shows an improved sense of belonging, self-efficacy, and AI ethics awareness among students. The results suggest that an AI-focused context can enhance participation and employability, student-selected projects support self-efficacy, and ethically grounded AI instruction can be effective for interdisciplinary audiences. Students' discussions on reading assignments demonstrated deep engagement with the complex challenges in today's AI landscape. Finally, we share insights on scaling such courses for larger cohorts and improving the learning experience for introductory CS students.

AI教育计算思维计算机视觉入门课程

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