图 书 馆
机器学习简介Introduction to Machine Learning |
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| 课程网址: | http://videolectures.net/cidu2011_banerjee_intro_to_ml/ |
| 主讲教师: | Arindam Banerjee |
| 开课单位: | 明尼苏达大学 |
| 开课时间: | 2012-06-27 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | Over the past few decades, the field of Machine Learning has matured significantly, drawing ideas from several disciplines including Statistics, Optimization, and Artificial Intelligence. Applications of Machine Learning have led to important advances in a wide variety of domains ranging from Internet applications to scientific problems. This talk will give a gentle tutorial introduction to Machine Learning with broad overview on four families of models and methods: predictive models, graphical models, online learning, and exploratory data analysis. The talk will discuss the main idea behind some of key approaches in each family and the problems where they are applicable. A wide variety of applications including text analysis, recommendation systems, climate sciences, and finance will be discussed. |
| 关 键 词: | 机械学; 预测模型; 图形模型; 在线学习; 探索性数据分析 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2019-12-21：lxf |
| 阅读次数: | 47 |