探索学习Learning through Exploration |
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课程网址: | https://videolectures.net/videos/kdd2010_beygelzimer_langford_lte |
主讲教师: | Alina Beygelzimer ; John Langford |
开课单位: | 信息不详。欢迎您在右侧留言补充。 |
开课时间: | 2025-02-04 |
课程语种: | 英语 |
中文简介: | 本教程是关于通过探索来学习。目标是学习如何在部分反馈设置中做出决策,在这种设置中,代理反复观察一些信息,选择一个行动,然后学习这个行动如何获得回报(但不能看到其他行动如何获得回报)。我们计划涵盖这个一般性问题的所有方面:学习、评估、在这种情况下学习能力的局限性,以及与传统监督式学习的关系。 |
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: | 学习能力; 学习评估; 探索学习 |
课程来源: | 视频讲座网 |
数据采集: | 2025-03-28:zsp |
最后编审: | 2025-03-28:zsp |
阅读次数: | 7 |