Visualizing Machine Learning in 3D
Visualizing Machine Learning in 3D
复制标题
3D 可视化机器学习
DOI：
10.1145/3562939.3565688
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发表时间：
2022
期刊：
影响因子：
--
通讯作者：
Rivera, Diego
中科院分区：
文献类型：
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作者：
Rivera, Diego
当手头的模型有很多部分时，理解机器学习模型可能会很困难。拥有一个可视化的模型可以帮助理解模型是如何工作的。可视化这些模型的一种方法是使用3D（三维）游戏开发应用程序。一个具有交互式元素的应用程序，允许用户与模型交互（旋转和缩放），并在运行时查看更改。交互元素将使用户保持参与，理解并看到机器学习模型的外观和行为。本文描述了在3D应用程序中可视化机器学习模型的过程。
Understanding machine learning models can be difficult when the models at hand have many parts to them. Having a visual model can help aid in understanding how the model functions. A way to visualize these models is to use a 3D (three-dimensional) game development application. An application that will have an interactive element allowing the users to interact with the model (rotating and scaling it) and see changes at run-time. An interactive element will keep the users engaged, understanding, and seeing how a machine learning model looks and behaves. This paper describes the process of visualizing a machine learning model in a 3D application.