基于Web内容和Python库的过程自动化课堂设计中学习者的反应分析

Heekyung Hong
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摘要

人工智能的扩散和第四次工业革命正在改变未来的职业。因此,人工智能教育正在成为大学的一门重要学科,人们正在通过各种方式设计和研究课程。本研究介绍了一个过程自动化课程的案例,该课程可以利用日常生活中遇到的各种网络内容学习资源,应用于大学软件和人工智能文科教育。在人工智能教育越来越重要的时候,人工智能的预处理过程也很重要。因此,能够选择必要的工具来收集、处理和分析适当的数据以解决问题的程序性和经验性学习也很重要。因此,在SW⋅AI文科课程设计中,结合高度利用的Python库和RPA概念,设计一种基于web内容快速收集和处理生活相关数据的教育,在各个方面都有意义。通过相关研究,设计和应用过程自动化实施学习的案例,通过学习者的反应得出学习者对分类感兴趣的领域。此外,通过定性反应设计的网页内容被证明是过程自动化学习的优秀实用资源。在分类的设计学习中,对“使用数据爬行和抓取收集数据”的兴趣排名最高,其次是“开放API集成和利用”。根据研究结果,得出了改进点和启示,并提出了各个方向的研究建议,以便我们在未来将这门课程发展成为人工智能教育的基础学科。
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Analysis of Learner's Response to Process Automation Class Design Using Web Content and Python Library
The spread of artificial intelligence along with the Fourth Industrial Revolution is bringing about changes in future occupations. Therefore, AI education is emerging as an essential subject in universities, and curriculums are being designed and researched through various approaches. This study introduces a case involving process automation classes that can be applied to university SW and AI liberal arts education by utilizing various learning resources of web content that are encountered in daily life. At a time when artificial intelligence education is emerging as important, the AI pre-processing process is also important. Thus, procedural and experiential learning that can select the tools necessary to collect, process, and analyze appropriate data for problem solving is also important. Therefore, in designing the SW⋅AI liberal arts curriculum, it is meaningful in various aspects to design an education that quickly collects and processes life-linked data based on web content by combining the highly utilized Python library and RPA concept. Through related research, cases where process automation implementation learning can be designed and applied, areas of interest among learners regarding classification were derived through learner responses. Furthermore, web content designed through qualitative responses were shown to be excellent practical resources for process automation learning. In the designed learning of classification, interest in ‘data collection using data crawling and scraping’ ranked the highest, followed by ‘open API integration and utilization’. Based on the research results, improvement points and implications are derived, and research in various directions is suggested in order for us to develop this course into a basic subject of artificial intelligence education in the future.
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