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机器人技能学习

Robot skill Learning
课程网址: http://videolectures.net/ecmlpkdd2010_peters_rsl/  
主讲教师: Jan Peters
开课单位: 达姆施塔特工业大学
开课时间: 信息不详。欢迎您在右侧留言补充。
课程语种: 英语
中文简介:
能够在日常生活中帮助人类的自主机器人一直是人工智能、机器人和认知科学的长期愿景。朝着这一目标迈出的第一步是创造能够学习由环境背景或更高层次指令触发的任务的机器人。因此,有必要有更多的机器学习研究者敢于面对机器人学习的挑战。为了使科学家更容易进入这一领域,本教程将介绍一个最新技术的概述。它将为愿意进入机器人学习领域的机器学习研究人员提供现实问题和研究机会。对多个机器人系统的经验评估表明,所提出的方法对于能够在日常生活中帮助人类的拟人机器人的有效性和适用性,一直是人工智能、机器人和认知科学的长期愿景。朝着这一目标迈出的第一步是创造能够学习由环境背景或更高层次指令触发的任务的机器人。因此,有必要有更多的机器学习研究者敢于面对机器人学习的挑战。为了使科学家更容易进入这一领域,本教程将介绍一个最新技术的概述。它将为愿意进入机器人学习领域的机器学习研究人员提供现实问题和研究机会。通过对几种机器人系统的实验评价,说明了所提出的方法在拟人机器人中的有效性和适用性。
课程简介: Autonomous robots that can assist humans in situations of daily life have been a long standing vision of artificial intelligence, robotics, and cognitive sciences. A first step towards this goal is to create robots that can learn tasks triggered by environmental context or higher level instruction. Hence, it is essential that more machine learning researchers dare to face the challenge of robot learning. To enable scientists an easier entry into this field, this tutorial will present an overview over the state of the art. It will cover both real-world problems and research opportunities for a machine learning researchers who are willing to enter the area of robot learning. Empirical evaluations on a several robot systems illustrate the effectiveness and applicability of the presented methods for anthropomorphic robotsAutonomous robots that can assist humans in situations of daily life have been a long standing vision of artificial intelligence, robotics, and cognitive sciences. A first step towards this goal is to create robots that can learn tasks triggered by environmental context or higher level instruction. Hence, it is essential that more machine learning researchers dare to face the challenge of robot learning. To enable scientists an easier entry into this field, this tutorial will present an overview over the state of the art. It will cover both real-world problems and research opportunities for a machine learning researchers who are willing to enter the area of robot learning. Empirical evaluations on a several robot systems illustrate the effectiveness and applicability of the presented methods for anthropomorphic robots.
关 键 词: 计算机科学; 机器学习; 机器人系统
课程来源: 视频讲座网
最后编审: 2019-12-05:cwx
阅读次数: 108