The past decade has witnessed rapid progress in AI research since the breakthrough in deep learning. AI technology has been applied in almost every field; therefore, technical and non-technical end-users must understand these technologies to exploit them. However existing materials are designed for experts, but non-technical users need appealing materials that deliver complex ideas in easy-to-follow steps. One notable tool that fits such a profile is scrollytelling, an approach to storytelling that provides readers with a natural and rich experience at the reader's pace, along with in-depth interactive explanations of complex concepts. Hence, this work proposes a novel visualization design for creating a scrollytelling that can effectively explain an AI concept to non-technical users. As a demonstration of our design, we created a scrollytelling to explain the Siamese Neural Network for the visual similarity matching problem. Our approach helps create a visualization valuable for a short-timeline situation like a sales pitch. The results show that the visualization based on our novel design helps improve non-technical users' perception and machine learning concept knowledge acquisition compared to traditional materials like online articles.
翻译:过去十年中,深度学习技术的突破促进了人工智能领域的快速发展。AI技术已应用于几乎所有领域;因此,必须让技术和非技术终端用户了解这些技术以利用它们。然而,现有材料是为专家设计的,但非技术用户需要传达复杂思想并易于跟随的吸引人材料。一个值得注意的工具是滚动故事,这是一种讲故事的方法,提供读者以自然和丰富的体验,并以读者的步伐和深入的交互式解释复杂的概念。因此,本文提出了一种新颖的可视化设计,用于创建一种滚动型故事,以有效地向非技术用户解释AI概念。作为我们设计的一个演示,我们创建了一个滚动型故事,用于解释视觉相似性匹配问题的孪生神经网络。我们的方法有助于创建一个有价值的可视化工具,适用于短时间的销售演示等等情况。结果表明,与传统的材料如在线文章相比,我们的基于新颖设计的可视化工具有助于提高非技术用户的认知和机器学习的概念知识。