Deep Fakes, Simply put, are  Computer Generated People using the likeness of a real person. They can also create likenesses of Fake people.

It cant be said better than this video from 60 Minutes. We have the extended version in including the 60 Min Overtime segment (Total time 18 Minutes)

In a word, Frightening. See computer generated people