Spectral Learning Tutorial at Microsoft Research: Spectral Learning for Graphical Models: An Intuitive Introduction with a Focus on NLP [slides]
Spring 2013: Guest Lecturer for Probabilistic Graphical Models: 3 lecture unit on Kernel Graphical Models and Spectral Learning.
- Introduction to Hilbert Space Embeddings [slides]
- Kernel Graphical Models [slides]
- Spectral Algorithms for Graphical Models [slides]
Spring 2012: Teaching Assistant/Guest Lecturer for Probabilistic Graphical Models: 3 lecture unit on Kernel Graphical Models and Spectral Learning (See the more recent 2013 slides above).
Fall 2011: Teaching Assistant for Great Theoretical Ideas in Computer Science
An introductory undergraduate class on discrete math and other theoretical aspects of computer science.