Interesting Video Lecture For Computer Science, Especially for Machine Learning

Text Mining

• Text Classificatin,  Author: Willian Cohen, CMU

http://videolectures.net/mlas06_cohen_tc/

• Information Retrieval and Text Classificatin, Author: Thomas Hofmann, Brown University

http://videolectures.net/mlss04_hofmann_irtm/

Graphical Models

• Machine Learning, Probability and Graphical Models, Author: Sam Roweis, University of Toronto

http://videolectures.net/mlss06tw_roweis_mlpgm/

• Probabilistic Graphical Models, Sam Roweis, Author: University of Toronto

http://videolectures.net/mlss05au_roweis_pgm/

• Graphical Models, Zoubin Ghahramani, Author: University of Cambridge

http://videolectures.net/mlss07_ghahramani_grafm/

Kernel

• SVM, Author: Chih-Jen Lin, National Twaiwan University

http://videolectures.net/mlss06tw_lin_svm/

SVM, Chih-Jen Lin, National Twaiwan University

Dirichlet Process

• Dirichlet Process and Noparametric Bayesian Modelling, Author: Volker Tresp, Siemens

Great frist introduction to this topic.

http://videolectures.net/mlss06au_tresp_dpnbm/

• Dirichlet Process:Tutorial and Practical Course, Author: Yee Whye Teh, UCL

http://videolectures.net/mlss07_teh_dp/

• Dirichlet Process, Chinese Restaurant Process and all that, Author: Michale I. Jordan, University of California

http://videolectures.net/icml05_jordan_dpcrp/