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University Courses

• Introduction to Statistical Machine Learning (COMP SCI 4401/7401), Semester 2, 2014 (Coordinator)
• Introduction to Statistical Machine Learning (COMP SCI 4401/7401), Semester 2, 2013 (Lecturer)
• Introduction to Statistical Machine Learning (COMP SCI 4401/7401), Semester 2, 2012 (Guest Lecturer)

Tutorials

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.