开源AI工具包，让零基础者通过互动实验理解AI原理与伦理
AI Toolkit: Libraries and Essays for Exploring the Technology and Ethics of AI
- 提供Python库与Jupyter笔记本，以交互方式展示AI工具运作
- 在多所高校的人文课程中试点，用户反馈易上手且理解加深
- 适合跨学科教师授课或自学者入门AI技术与伦理
本文介绍了人工智能工具包（AITK）的开发与评估。该开源项目包含Python库和计算型论文（Jupyter笔记本），旨在让几乎没有AI背景的多样化受众能够交互式地探索多种AI工具，深入理解其工作原理、可视化输出结果，并更好地认识其伦理影响。这些笔记本已在多个机构的人文类课程中试点，主题聚焦负责任的AI。此外，我们还开展了可用性测试。试点研究和测试结果表明，AITK易于导航，能有效帮助用户加深对AI的理解。在当前AI技术迅猛发展的背景下，我们的目标是使AITK成为各学科教师融入AI教学内容的可访问资源，也供任何希望自主学习AI知识的人使用。
原文摘要 · Abstract (English)
In this paper we describe the development and evaluation of AITK, the Artificial Intelligence Toolkit. This open-source project contains both Python libraries and computational essays (Jupyter notebooks) that together are designed to allow a diverse audience with little or no background in AI to interact with a variety of AI tools, exploring in more depth how they function, visualizing their outcomes, and gaining a better understanding of their ethical implications. These notebooks have been piloted at multiple institutions in a variety of humanities courses centered on the theme of responsible AI. In addition, we conducted usability testing of AITK. Our pilot studies and usability testing results indicate that AITK is easy to navigate and effective at helping users gain a better understanding of AI. Our goal, in this time of rapid innovations in AI, is for AITK to provide an accessible resource for faculty from any discipline looking to incorporate AI topics into their courses and for anyone eager to learn more about AI on their own.
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