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Re:Guide to getting started in Machine Learning by simon_ on Tuesday October 20, 2009 @08:50AM (#892286)
Andrew Ng's course notes are 90% of the way to being a textbook, and are an incredible resource, especially if you're going to watch the lectures.

http://www.stanford.edu/class/cs229/materials.html

Re:Guide to getting started in Machine Learning by ovi256 on Tuesday October 20, 2009 @08:58AM (#892293)
I also recommend Andrew Moore's tutorials on Datamining, which is quite related to ML. Found them on HN a few days ago, printed the slides and started reading them. So now I'm just passing it on :)