许多研究人员提出利用“Human-in-the-Loop”的概念来解决上述挑战,主要通过将人类知识纳入建模过程[24]来解决这些问题。human -in - the-loop的概念是一个广泛的研究领域,涵盖了计算机科学、认知科学和心理学的交叉。 如图2所示,human-in- loop(即“human-in- loop”和“machine learning”)是机器学习中一个非常...
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人类只需要做出“confirm or reject” 就能完成打标签的工作。 1.5 Machine Learning-Assisted Human vs Human-Assisted Machine Learning Human-in-the-Loop 机器学习可以有两个不同的目标:通过人工输入使机器学习应用程序更加准确,以及在机器学习的帮助下改进人工作业。这两个目标也可以结合起来。 机器翻译 机器...
Work in human-in-the-loop machine learning may provide insight into what to consider and caution when having human-in-the-loop. Yet, various other domains have also examined human-in-the-loop, making it a broader field (Fügener et al, 2021, Grahl, Gupta, & Ketter, 2021; Li et al....
Human-in-the-loop machine learning: Reconceptualizing the role of the user in interactive approaches 来自 dx.doi.org 喜欢 0 阅读量: 2 作者:O Gómez-Carmona,D Casado-Mansilla,D López-De-Ipia,J García-Zubia 摘要: The rise of intelligent systems and smart spaces has opened up new ...
出版社:Manning Publications 出版年:2020-3-1 页数:325 定价:USD 59.99 装帧:Paperback ISBN:9781617296741 豆瓣评分 评价人数不足 评价: 写笔记 写书评 加入购书单 分享到 推荐 内容简介· ··· Human-in-the-Loop Machine Learning is a guide to optimizing the human and machine parts of your machine...
Human-in-the-loop machine learning (HITL) means keeping humans involved in the development of AI models. Here's how human intellect keeps AI efficient.
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The adaptability and robustness of humans in complex scenarios motivate the inclusion of humans in the ML process, leveraging their creativity, ethical power, and emotional intelligence to improve ML effectiveness. The scientific community knows this approach as Human-In-The-Loop Machine Learning (HITL...
Human-in-the-Loop Machine Learning 2025 pdf epub mobi 电子书 图书描述 Human-in-the-Loop Machine Learning is a guide to optimizing the human and machine parts of your machine learning systems, to ensure that your data and models are correct, relevant, and cost-effective. 20-year machine ...