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Statistical Data Mining Tutorials by Andrew Moore
Andrew Moore has an amazing page full of Data Mining Tutorials on just about every important topic in Data Mining! My only regret is that his tutorials take the form of PowerPoint slides in PDF format which is not very readable. However, if you need to go quickly through most of Data Mining, this is quite good!