图 书 馆
神经网络中基于范数的容量控制Norm-Based Capacity Control in Neural Networks |
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| 课程网址: | https://videolectures.net/videos/colt2015_tomioka_neural_networks |
| 主讲教师: | Ryota Tomioka |
| 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: | 汉简 |
| 中文简介: |  |
| 课程简介: | Learning Theory is a research field devoted to studying the design and analysis of machine learning algorithms. In particular, such algorithms aim at making accurate predictions or representations based on observations. The emphasis in COLT is on rigorous mathematical analysis using techniques from various connected fields such as probability, statistics, optimization, information theory and geometry. While theoretically rooted, learning theory puts a strong emphasis on efficient computation as well. |
| 关 键 词: | 学习理论; 机器学习算法设计; 数学分析 |
| 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: | 11 |