Here are Machine Learning Decision Trees Tutorial Slides by Andrew Moore, computer scientist at Google, ex-CMU professor

Decision Trees. The Decision Tree is one of the most popular classification algorithms in current use in Data Mining and Machine Learning. This tutorial can be used as a self-contained introduction to the flavor and terminology of data mining without needing to review many statistical or probabilistic pre-requisites.

http://www.analyticbridge.com/forum/topics/tutorial-slides-by-andrew?groupUrl=onlinetutorials

Bayesian Machine Learning

http://mlg.eng.cam.ac.uk/zoubin/bayesian.html

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