ISTA 410/510: Bayesian Modeling and Inference (Spring, 2011) Lectures

Videos

Video of the lectures should be available within 24 hours of the lecture date (occasionally, links will appear before the video is uploaded). The links should work fine with iTunes on Mac and Windows. If you're on Linux, try VLC (it may take a few seconds to stop skipping).

Lecture Date	Link
May 4	Part A Part B
May 2	Part A Part B
April 27	Part A Part B
April 25	Part A Part B
April 20	Part A Part B
April 18	Part A Part B
April 13	Part A Part B
April 11	Part A Part B
April 6	Part A Part B
April 4	Part A Part B
March 30	Part A Part B
March 28	Part A Part B
March 23	Part A Part B
March 21	Part A Part B
March 16	Part A Part B
March 14	Part A Part B
March 9	Part A Part B
March 7	Part A Part B
March 02	Part A Part B
February 28	Part A Part B
February 23	Part A Part B
February 21	Part A Part B
February 16	Part A Part B
February 14	Part A Part B
February 9	Part A Part B
February 7	Part A Part B
February 2	Part A Part B
January 31	Part A Part B
January 26	Part A Part B

Draft slides for upcomming lectures

PDF's for upcomming lectures for those that want it. The further in the future these go, the more likely it is that I will tweak the presentation by the time the lecture is given. Also, there will also be bugs, errors, etc, which will get patched in the archival versions if they are spotted in class or shortly thereafter.

Supplemental Material

MCMC

Andrieu, de Freitas, Doucet, and Jordan, An Intrdoction to MCMC for Machine Learning, 2001.

Neal, Probablistic Inference Using Markov Chain Monte Carlo Methods, 1993.

Archival Versions of Lecture Slides (with corrections)