图 书 馆
特色建设Feature construction |
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| 课程网址: | http://videolectures.net/bootcamp07_guyon_fcon/ |
| 主讲教师: | Isabelle Guyon |
| 开课单位: | 克洛平公司 |
| 开课时间: | 2007-11-06 |
| 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. Play with the Gisette dataset of the feature selection challenge. See how with simple feature extraction methods, performances can be improved over the pure “agnostic” approach. |
| 关 键 词: | 特征选择算法; 建设技术特征; 模式识别; 机器学习 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2020-07-30：yumf |
| 阅读次数: | 66 |