An Infinitely Large Napkin [pdf]
usamo.files.wordpress.com
usamo.files.wordpress.com
That site also contains a description of what this book is and why it exists.
(I know this because I saw it linked from https://news.ycombinator.com/item?id=12429349 "learn advanced math without going to university" thread the other day)