图 书 馆
数据科学与相变的诅咒Data science and the curse of phase transitions |
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| 课程网址: | http://videolectures.net/BIDSAconference2016_mezard_data_science/ |
| 主讲教师: | Marc Mézard |
| 开课单位: | 埃科尔普通高等学校 |
| 开课时间: | 2016-09-28 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | Extracting information, and more generally extracting knowledge from large datasets is arguably one of the main frontiers of modern science, common to a broad variety of disciplines. Bayesian approaches to machine learning and signal processing provide a conceptual framework in which information bits interact through constraints (due to prior knowledge or to measurements). Statistical physics has helped to develop new approaches and very powerful algorithms in this context, where collective phenomena, like phase transitions and the occurrence of glassy phases, play a major role. This talk will review some of the main developments in this field, illustrated by specific examples like compressed sensing. |
| 关 键 词: | 大型数据集; 现代科学; 机器学习和信号处理 |
| 课程来源: | 视频讲座网 |
| 数据采集: | 2021-12-26：zkj |
| 最后编审: | 2021-12-26：zkj |
| 阅读次数: | 72 |