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中科院研究生課程:机器学习与图像视频分析機器學習與圖像視頻分析 machine learning methods for computer vision DVD 英文版 只於電腦播放


I am a Postdoc Researcher of TTI-Chicago, working with David McAllester.
Previously I was a researcher in the Statistical Machine Learning Group at National ICT Australia (NICTA) and an adjunct research fellow in Australian National University (ANU) during Mar/2006-Nov/2008. Before that, I received my Ph.D. degree from the University of Alberta, Canada, in the fall of 2004 under the supervision of Prof. Terry Caelli, followed by a PostDoc training with Prof. Dale Schuurmans for over one year in the same institute. I received my ME in Pattern Recognition and Automatic Control and B.Sc. in Computer Science from Nankai Universityand Jilin University in China, respectively.

(2008 summer-term) Graduate University of Chinese Academy of Sciences (GUCAS), China
Deliver a graduate level course on machine learning methods for computer vision (1-credit), when I was visiting GUCAS in the summer.

1 由於面向的人群比較小,我做成ISO文件,一是方便大家下載和觀看,請不要解壓用虛擬光驅打開這樣可以幫助做資源,這樣就可以較長時間的保存這個資源。

2 學術方面的比較少,難度大,更需要名師來指點,我們要感謝中科院的老師。

3 我相信對這方面有興趣的同學一定會珍惜這些資源。下載了就要好好去學習。

4 中科院的這套視頻質量非常高,內容非常專業,不次於國外的大學,而且更適合國內學生。


Lecture 1 Introduction and course overview;
Exponential family and graphcal model(I);
Lecture 2 Exponential family and graphcal model(II);
Lecture 3 Exponential family and graphcal model(III)
Lecture 4 Kernels and SVM(I)
Lecture 5 Kernels and SVM(II)
Lecture 6 Kernels and SVM(II)
Lecture 7 Student project pressentation