课堂上使用Jupyter笔记本的好处和缺陷

Jeremiah W. Johnson
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引用次数: 19

摘要

Jupyter笔记本广泛应用于工业和学术研究,但才刚刚开始进入课堂。Jupyter笔记本的设计在很多方面都非常适合于信息技术和计算机科学的教学,但是它是一个与标准文本编辑器或集成开发环境有很大区别的工具,因此它具有一些独特的优点,也有一些令人惊讶的潜在缺陷。随着Jupyter笔记本的使用越来越多,对笔记本的批评也越来越多,原因多种多样:笔记本可能以意想不到的方式运行,它们可能难以复制,它们可能引发潜在的安全问题,并且它们可能鼓励糟糕的编码实践。在课堂上使用Jupyter笔记本时,指导教师并帮助解决这些问题的一组最佳实践目前还缺乏。本文阐述了Jupyter笔记本用于教育的优势和劣势,借鉴了现有文献以及作者使用Jupyter笔记本教授一系列课程超过五年的经验,并推荐了一套使用Jupyter笔记本进行教学的最佳实践。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Benefits and Pitfalls of Jupyter Notebooks in the Classroom
Jupyter notebooks are widely used in industry and in academic research, but have only begun to make inroads into the classroom. The design of the Jupyter notebook is in many ways well suited for teaching subjects in information technology and computer science, but it is a tool that departs significantly from a standard text editor or integrated development environment, and thus carries with it several unique advantages as well as several surprising potential pitfalls. As use of Jupyter notebooks has grown, so has criticism of the notebook, for varied reasons: notebooks can behave in unexpected ways, they can be difficult to reproduce, they open up potential security issues, and they may encourage poor coding practices. A set of best practices to guide instructors and help addressing these concerns when using Jupyter notebooks in the classroom is currently lacking. This paper addresses the strengths and weaknesses of the Jupyter notebook for education, drawing on existing literature as well as the author's experience teaching a range of courses with Jupyter notebooks for over five years, and recommends a set of best practices for teaching with the Jupyter notebook.
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