组织理论与机器学习Group Theory and Machine Learning |
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课程网址: | http://videolectures.net/mlcued08_kondor_gtm/ |
主讲教师: | Risi Kondor |
开课单位: | 伦敦全球大学 |
开课时间: | 2008-03-03 |
课程语种: | 英语 |
中文简介: | **机器学习教程讲座**代数方法的使用 - 特别是群论,表示理论,甚至代数几何中的一些概念 - 是机器学习中新兴的新方向。本教程的目的是为这些开发的背景提供一个有趣但信息丰富的介绍,并描绘一些许多可能的应用,包括多目标跟踪,学习排名,以及构建用于图像识别的平移和旋转不变特征。本教程旨在让非专业观众满意,而抽象代数中没有先前的背景。 |
课程简介: | **Machine Learning Tutorial Lecture** The use of algebraic methods—specifically group theory, representation theory, and even some concepts from algebraic geometry—is an emerging new direction in machine learning. The purpose of this tutorial is to give an entertaining but informative introduction to the background to these developments and sketch some of the many possible applications, including multi-object tracking, learning rankings, and constructing translation and rotation invariant features for image recognition. The tutorial is intended to be palatable by a non-specialist audience with no prior background in abstract algebra. |
关 键 词: | 机器学习教程; 代数方法; 图像识别 |
课程来源: | 视频讲座网 |
最后编审: | 2019-06-30:yuh |
阅读次数: | 94 |