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探索性学习

Learning through Exploration
课程网址: http://videolectures.net/kdd2010_beygelzimer_langford_lte/  
主讲教师: John Langford, Alina Beygelzimer
开课单位: IBM公司
开课时间: 2010-10-01
课程语种: 英语
中文简介:
本教程是关于通过探索学习的。目标是学习如何在部分反馈设置中做出决策,其中代理反复观察某些信息,选择一个动作,然后了解这个动作是如何得到回报的(但是没有看到其他动作如何得到回报)。我们计划涵盖这个一般问题的所有方面:学习,评估,在这种环境下学习能力的局限性,以及与传统监督学习的关系。
课程简介: This tutorial is about learning through exploration. The goal is to learn how to make decisions in partial feedback settings where an agent repeatedly observes some information, chooses an action, and then learns how this action paid off (but doesn't get to see how other actions would have paid off). We plan to cover all aspects of this general problem: learning, evaluation, limitations of ability to learn in this setting, and the relationship to traditional supervised learning.
关 键 词: 探索学习; 反馈设置; 决策
课程来源: 视频讲座网
最后编审: 2020-04-30:chenxin
阅读次数: 49