Note that the downloadable chapter is draft of September, 2005, 2010, so a new edition may be less imminent than title implies.
The first edition of this book is a classic, and I highly recommend it to anyone interested in Machine Learning. It's really cool that a 2nd edition is coming out, I can't wait to read it!