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科学自动化

The Automation of Science
课程网址: http://videolectures.net/icgeb_king_science/  
主讲教师: Ross D. King
开课单位: 曼彻斯特大学计算机科学学院
开课时间: 2019-09-19
课程语种: 英语
中文简介:
人工智能(AI)在科学上的应用有着悠久的历史。人工智能和实验室自动化的最新进展使得完全自动化简单形式的科学研究成为可能。机器人科学家是一个物理实现的机器人系统,应用人工智能技术执行自动化科学实验循环:假设形成、选择有效实验以区分假设、使用实验室自动化设备执行实验以及结果分析。机器人科学家的动机是更好地理解科学,并使科学更有效。我们的机器人科学家“亚当”是第一台自主发现新科学知识的机器。我们的机器人科学家“Eve”最初设计用于自动化药物发现,重点关注被忽视的热带疾病。我们现在正在调整Eve,以便与酵母系统生物学和癌症合作并学习。在国际象棋中,从新手到大师都有一系列的能力。我们认为,人工智能和实验室自动化的进步很可能会推动更聪明的机器人科学家的发展。诺贝尔物理学奖得主弗兰克·威尔泽克(Frank Wilczek)曾说过,100年后,最好的物理学家将是一台机器。如果这一切成为现实,它不仅会改变技术,还会改变我们对科学和宇宙的理解。
课程简介: The application of Artificial Intelligence (AI) to science has a distinguished history. Recent progress in AI and laboratory automation has made it possible to fully automate simple forms of scientific research. A Robot Scientist is a physically implemented robotic system that applies techniques from AI to execute cycles of automated scientific experimentation: hypothesis formation, selection of efficient experiments to discriminate between hypotheses, execution of experiments using laboratory automation equipment, and analysis of results. The motivation for Robot Scientists is to both better understand science, and to make science more efficient. Our Robot Scientist ‘Adam’ was the first machine to autonomously discover novel scientific knowledge. Our Robot Scientist ‘Eve’ was originally designed to automate drug discovery, with a focus on neglected tropical diseases. We are now adapting Eve to work with and learn about yeast systems biology and cancer. In chess there is a continuum of ability from novices up to Grandmasters. We argue that it is likely that advances in AI and lab automation will drive the development of ever-smarter Robot Scientists. The Physics Nobel Frank Wilczek is on record as saying that in 100 years’ time the best physicist will be a machine. If this comes to pass it will not only transform technology, but our understanding of science, and the Universe.
关 键 词: 科学自动化; 数据科学; 人工智能和实验室自动化; 自动化药物发现; 自动化科学实验循环
课程来源: 视频讲座网
数据采集: 2022-10-14:cyh
最后编审: 2022-10-14:cyh
阅读次数: 62