This paper looks back at historical precedents for how computational systems and ideas have been visualized as a means of access to and engagement with a broader audience, and to develop a new more tangible language to address abstraction. These precedents share a subversive ground in using a visual language to provoke new ways of engaging with about complex ideas. Two new approaches to visualizing algorithmic systems are proposed for the emerging context of algorithmic ethics in society, looking at prototypical algorithms in computer vision and machine learning systems, to think through the meaning created by algorithmic structure and process. The aim is to use visual design to provoke new kinds of thinking and criticality that can offer opportunities to address algorithms in their increasingly more politicized role today. These new approaches are developed from an arts research perspective to support critical thinking and arts knowledge through creative coding and interactive design.

中文翻译：

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批判性思维的计算可视化

本文回顾了历史先例，说明如何将可视化计算系统和思想可视化为访问和与更广泛的受众互动的方式，并开发一种新的更切实的语言来处理抽象。这些先例在使用视觉语言激发涉及复杂思想的新方式方面具有颠覆性。针对社会出现的算法伦理问题，提出了两种新的可视化算法系统的方法，它们研究了计算机视觉和机器学习系统中的原型算法，以思考算法结构和过程所产生的含义。目的是使用视觉设计来激发新的思维方式和重要性，从而可以提供机会解决当今日益政治化的算法问题。