Deep Learning: Methods and Applications (free ebook, .pdf)

By Li Deng and Dong Yu of Microsoft Research.

Hopefully they intend for it to be freely downloaded. The link is going around Twitter, and points directly to research.microsoft.com. I couldn't find a book landing page.