Probabilistic graphical models --- theory, algorithm, and application

--- a lecture series at the Inst. of Theoretical  Computer Science, Tsinghua University, May 29-June 7.


Lecture 1: Overview of graphical models, and representation


Lecture 2: Inference


Lecture 3: Learning


Lecture 4: Application in Informational Retrieval and Natural Language Processing