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Towards AI-powered personalization in MOOC learning

机译:在MOOC学习中实现AI驱动的个性化

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摘要

Massive Open Online Courses (MOOCs) represent a form of large-scale learning that is changing the landscape of higher education. In this paper, we offer a perspective on how advances in artificial intelligence (AI) may enhance learning and research on MOOCs. We focus on emerging AI techniques including how knowledge representation tools can enable students to adjust the sequence of learning to fit their own needs; how optimization techniques can efficiently match community teaching assistants to MOOC mediation tasks to offer personal attention to learners; and how virtual learning companions with human traits such as curiosity and emotions can enhance learning experience on a large scale. These new capabilities will also bring opportunities for educational researchers to analyse students’ learning skills and uncover points along learning paths where students with different backgrounds may require different help. Ethical considerations related to the application of AI in MOOC education research are also discussed.
机译:大规模开放在线课程(MOOC)代表着一种大规模学习的形式,正在改变着高等教育的格局。在本文中,我们就人工智能(AI)的进步如何增强MOOC的学习和研究提供了一个观点。我们专注于新兴的AI技术,包括知识表示工具如何使学生能够调整学习顺序以满足他们自己的需求;优化技术如何有效地使社区助教与MOOC调解任务相匹配,从而使学习者获得个人关注;以及具有好奇心和情感等人类特质的虚拟学习伴侣如何能够大规模地增强学习体验。这些新功能还将为教育研究人员提供机会来分析学生的学习技能,并沿着学习途径发现要点,在这些学习途径中,不同背景的学生可能需要不同的帮助。还讨论了与AI在MOOC教育研究中的应用有关的伦理考虑。

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