That book, of course, is Homebrewing, Volume 1 by Al Korzonas. It's excellent. It focuses on beginning and intermediate homebrewing, and it's packed with tons of info. It's also got a great troubleshooting section which most other books lack.

I've always wondered if there was going to be a "volume 2," but it's been nearly eight years since it was published, so who knows. At any rate, this is definitely one homebrewing book (if not the one) that should be on your bookshelf. You won't be disappointed.