Train on own dataset?

Looks interesting and impressive results after only few epochs. How would I go about training this on my own dataset of face photos, rather than the In the Wild dataset? From other posts it appears these need to all be cropped to same dimensions and aligned similarly. Is there any other gotchas? Pixel width / height? Any recommendations for minimum # of photos required to work properly?
