Deep Learning (MIT Press Book) by Yoshua Bengio, Ian Goodfellow and Aaron Courville.
I last mentioned this book last August and wanted to point out that a new draft appeared on 19/05/2015.
Typos and opportunities for improvement still exist! Now is your chance to help the authors make this a great book!
Enjoy!