escience.caltech.edu

Part 1. A quick introduction to data mining [Djorgovski]

Part 2. Probabilistic inference [Jewell]

Slides (pdf)

Selected data mining links

Gregory Piatetsky-Shapiro's KDNuggets (LOTS of good links) http://www.kdnuggets.com/
Andy Pryke's "The Data Mine" http://www.the-data-mine.com/
ACM's Special Interest Group on Knowledge Discovery in Databases http://www.kdd.org/
... and their newsletter, "Explorations" http://www.sigkdd.org/explorations/issue.php?issue=current
Andrew Moore's statistics and data mining tutorials http://www.autonlab.org/tutorials/
The Classification Society of North America (CSNA) http://www.classification-society.org/csna/csna.html
Weka package and links http://www.cs.waikato.ac.nz/~ml/weka/
David Dowe's mixture modeling links http://www.csse.monash.edu.au/~dld/mixture.modelling.page.html
Fionn Murtagh's multivariate data analysis software and links http://astro.u-strasbg.fr/~fmurtagh/mda-sw/
StatLib at CMU http://lib.stat.cmu.edu/
StatCodes at PSU http://astrostatistics.psu.edu/statcodes/