Discovering Knowledge in Data: An Introduction to Data Mining is a pretty interesting and straightforward book for beginners in data mining. I read 5 chapters of this book just this afternoon. It is so attractive.
The course materials (i.e. data sets, homework, project) of data mining course provided by University of Tennessee can also serve very good practical reference.
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