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Probabilistic Graphical Models

  1. Representation [ pdf], ACVT, UoA, April 15, 2011

  2. Inference [ pdf], ACVT, UoA, May 6, 2011

  3. Learning [ pdf], ACVT, UoA, May 27, 2011

  4. Sampling-based approximate inference [ pdf], ACVT, UoA, June 10, 2011

  5. Temporal models [ pdf], ACVT, UoA, August 12, 2011

Generalisation Bounds

  1. Basics [ pdf], ACVT, UoA, April 13, 2012

  2. VC dimensions and bounds [ pdf], ACVT, UoA, April 27, 2012

  3. Rademacher complexity and bounds [ pdf], ACVT, UoA, August 17, 2012

  4. PAC Bayesian Bounds, [ pdf], ACVT, UoA, August 31, 2012

  5. Regret bounds for online learning, [ pdf], ACVT, UoA, Nov. 2, 2012

Please email me if you find errors or typos in the slides.