Introduction to Machine LearningIntroduction to Machine Learning, by E. Alpaydin (MIT Press, 2010, 2nd ed.), covers a lot of topics with nice illustrations (much like Bishop's Pattern Recognition and Machine Learning).
In addition, Andrew W. Moore has some nice tutorials on Statistical Data Mining.