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知道它所知道的:一种自觉的学习框架

Knows What It Knows: A Framework For Self-Aware Learning
课程网址: http://videolectures.net/icml08_li_kwik/  
主讲教师: Lihong Li
开课单位: 微软公司
开课时间: 2008-07-24
课程语种: 英语
中文简介:
我们引入了一个学习框架,它结合了众所周知的PAC和错误约束模型的元素。 KWIK(知道它所知道的)框架是专门为其在学习环境中的实用性而设计的,其中主动探索可以影响学习者所接触的训练样例,正如强化学习和主动学习问题一样。我们列出了几个KWIK可学习的课程,并列出了该领域的一些未解决的问题。
课程简介: We introduce a learning framework that combines elements of the well-known PAC and mistake-bound models. The KWIK (knows what it knows) framework was designed particularly for its utility in learning settings where active exploration can impact the training examples the learner is exposed to, as is true in reinforcement-learning and active-learning problems. We catalog several KWIK-learnable classes and list some open problems in this area.
关 键 词: PAC; 错误绑定模型; 学习框架
课程来源: 视频讲座网
最后编审: 2020-06-08:wuyq
阅读次数: 51