作者:Robert Munro 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...
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...
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Annotation and Active Learning are the cornerstones of Human-in-the-Loop Machine Learning. 而这种标注或者主动学习,并不是让人把所有未见数据的标签全部标注,而是采取以一种采样的形式将有代表性或有迷惑性(对于二分类问题,模型只有50%左右的把握做出决策)的样本进行标注然后反馈给模型,模型则根据反馈调整模型,通...
View chapterExplore book A survey of human-in-the-loop for machine learning XingjiaoWu, ...LiangHe, inFuture Generation Computer Systems, 2022 3.1.6Summarization for human-in-the-loop in NLP A brief overview of representative works inhuman-in-the-loopNLP is shown inTable 2. For most of th...
We first describe major machine learning challenges which can be addressed by human intervention in the loop. Then we examine closely the latest research and findings of introducing humans into each step of the lifecycle of machine learning. Next, a case study of our recent application study in ...
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 learning veteran Robert Munro lays out strategies to get machines and humans...
Why you should utilize Human-in-the-Loop Machine Learning, how it works, and how we can help make it work. Human-in-the-loop (HITL) is a branch of artificial intelligence that leverages both human and machine intelligence to create machine learning models. In a traditional human-in-the-lo...
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 ...
Human-in-the-Loop Machine Learning Robert Monarch Manning Publicationshttps://www.manning.com/books/human-in-the-loop-machine-learning The code is stand-alone and can be used with the book. Active Learning methods in the library The code currently contains methods for: ...