professor of Robotics and Computer Science at the School of Computer Science, Carnegie Mellon University. My main research interest is data mining...
During my teaching at CMU I've accumulated quite a number of introductory and advanced teaching materials about Data Mining, Machine Learning and Algorithms for AI. Click here for a set of Data Mining tutorials. In addition, some of the course links below can take you to additional teaching and learning materials.
This list is intended to introduce some of the tools of Bayesian statistics and machine learning that can be useful to computational research in cognitive science.
A. Badanidiyuru, J. Langford, and A. Slivkins. (2014)cite arxiv:1402.6779Comment: This is the full version of a paper in COLT 2014. Version history: (V2) Added some details to one of the proofs, (v3) a big revision following comments from COLT reviewers (but no new results).