For beginners who interested to learn data mining in easy and fast way, I suggest that you can have a look at the tutorial materials from Prof Andrew Moore, Carnegie Mellon University. They are easy to understand and the algorithms were explained in a simple way. All the best...
http://www.autonlab.org/tutorials/
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