学生对使用代码块的机器学习的看法及对所使用平台的评价

Öznur Ayazoğlu, E. Soylu, Hakkı Bağcı
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摘要

在本研究中,旨在通过使用六年级学生使用的受控机器学习算法和平台,评估学生对代码块应用机器学习过程的看法。本研究采用混合方法设计。在定性部分,采用一组前测后测设计,这是一种弱实验设计。运用Wilcoxon符号秩检验来分析学生的成绩测试得分。在定量部分,通过开放式问题形式研究学生对实施过程的看法。根据访谈问题对数据进行分类,并确定子主题。分析表明,测试前后存在显著差异。中学生对代码块和机器学习教育的看法分为积极和消极两个主题。从正面主题的子主题来看,认为环境是高效的、环境是易于使用的、环境是基于scratchbased的频率是最高的。人数有限是最常见的负面观点。当被问及机器学习对个人发展的好处时,大多数人认为它有助于他们的发展,当被问及机器学习的利弊时,积极主题中表达最多的意见是它是有用的。当对学生对机器学习的一般难易程度的看法进行调查时,大多数学生认为它是容易的。这个平台有一些限制。出于这个原因,可以使用没有限制的不同平台与儿童机器学习进行比较。由于国内和国际上关于儿童代码块机器学习的文献都很有限,可以说这是一个需要进一步研究的研究领域。收稿日期:01.10.2020收稿日期:10.11.2020收稿日期:11.11.2020在线出版日期:01.12.2020文章类型:标准论文
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Students’ Views on Machine Learning with Code Blocks and the Evaluation of the Platform Used
In this study, it was aimed to evaluate the students' opinions about the process of applying machine learning with code blocks by using controlled machine learning algorithms and the platform used by 6th grade students. The study was undertaken in mixed methods design. In the qualitative part, one group pre-test post-test design, which is one of the weak experimental designs, was used. To analyze students’ points from the achievement test, Wilcoxon Signed Ranks Test was used. As for the quantitative part, students’ views about the implementation process were studied via an open-ended question form. The data were categorized according to the interview questions and sub-themes were identified. The analysis showed that there is a significant difference between the pre and post-tests. Secondary school students' views on code blocks and machine learning education were examined under two themes, positive and negative. Looking at the sub-themes of the positive theme, the frequency of those who think that the environment is efficient, the environment is easy to use and the environment is Scratch-based is found to be the highest. The limited number of people was the most frequently stated negative opinion. When asked about the benefits of machine learning to their personal development, the majority thinks that it contributes to their development, when asked about the benefits and harms of machine learning, the most expressed opinion in the positive theme is that it is useful. When the opinions of the students about the general ease-difficulty of machine learning were taken, the majority of them thought that it is easy. There are limitations on the platform. For this reason, comparisons with Machine Learning for Kids can be made using different platforms that have no restrictions. Since the literature on machine learning with code blocks for children is limited both at national and international levels, it can be said that it is a field of study that needs further research. Article History: Received: 01.10.2020 Received in revised form: 10.11.2020 Accepted: 11.11.2020 Available online: 01.12.2020 Article Type: Standard Paper
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