This isn't the official Arduino project book, but it's good to get going with.
http://www.earthshineelectronics.com/files/ASKManualRev5.pdf
At the moment, http://store.arduino.cc/ is "down for maintenance" until the 6th. I would be surprised if the book wasn't available there.