图 书 馆
学习而不过度学习Learning without overlearning |
|
| 课程网址: | http://videolectures.net/bootcamp07_guyon_lwo/ |
| 主讲教师: | Isabelle Guyon |
| 开课单位: | 克洛皮内公司 |
| 开课时间: | 2007-07-04 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | This course covers feature selection fundamentals and applications. The students will first be reminded of the basics of machine learning algorithms and the problem of overfitting avoidance. In the wrapper setting, feature selection will be introduced as a special case of the model selection problem. Methods to derive principled feature selection algorithms will be reviewed as well as heuristic method, which work well in practice. One class will be devoted to feature construction techniques. Finally, a lecture will be devoted to the connections between feature section and causal discovery. The class will be accompanied by several lab sessions. The course will be attractive to students who like playing with data and want to learn practical data analysis techniques. The instructor has ten years of experience with consulting for startup companies in the US in pattern recognition and machine learning. Datasets from a variety of application domains will be made available: handwriting recognition, medical diagnosis, drug discovery, text classification, ecology, marketing. |
| 关 键 词: | 机器学习; 拟合; 功能构造 |
| 课程来源: | 视频讲座网 |
| 数据采集: | 2021-02-10：nkq |
| 最后编审: | 2024-01-23：liyy |
| 阅读次数: | 37 |