Deepfakes are set to revolutionize content creation, but alongside this technology's benefits, it also has the potential two sow havoc, fear, and distrust via Social Networks. Just this week, Facebook disclosed a network of fake users it found, whose profile images were all deepfakes. So, how can we identify deep fakes - even before they go online?