Wow, that must be one of the most enticing endorsements I have ever read. I am definitely checking this out soon. (Physicist by training, now working with deep learning)
But it's certainly true that Deep Learning with its combination of mathy underpinnings and poorly understood behaviour is something that fits very well with a physicist's skillset.