The Elements of Statistical Learning
By Trevor Hastie, Robert Tibshirani, Jerome Friedman
This book describes the important ideas in data mining, machine learning, and bioinformatics in a common conceptual framework. While the approach is statistical, the emphasis is on concepts rather than mathematics. Many examples are given, with a liberal use of color graphics.