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学习问题剖析

Anatomy of a Learning Problem
课程网址: http://videolectures.net/nipsworkshops2011_reid_anatomy/  
主讲教师: Mark Reid
开课单位: 澳大利亚国立大学
开课时间: 2012-01-25
课程语种: 英语
中文简介:
为了解决机器学习问题,我们认为我们需要能够清楚地表达单个机器学习问题的含义。通过尝试命名学习问题的各个方面,我们希望澄清学习问题可能彼此相关的方式。我们暂时提出了解决学习问题的建议,这将成为提出关系问题的脚手架。在调查了一系列存储库和服务中讨论学习问题的方法之后。然后,我们认为用于描述问题的术语可以更好地理解机器学习中从理论到实际的各种观点。
课程简介: In order to relate machine learning problems we argue that we need to be able to articulate what is meant by a single machine learning problem. By attempting to name the various aspects of a learning problem we hope to clarify ways in which learning problems might be related to each other. We tentatively put forward a proposal for an anatomy of learning problems that will serve as scaffolding for posing questions about relations. After surveying the way learning problems are discussed in a range of repositories and services. We then argue that the terms used to describe problems to better understand a range of viewpoints within machine learning ranging from the theoretical to the practical.
关 键 词: 机器学习; 存储库; 学习问题
课程来源: 视频讲座网
最后编审: 2019-09-07:lxf
阅读次数: 40