Apparently, yes. That is, according to a study by Kosinski and Wang. See preprint and authors’ note below.
Fascinating and scary study on DNN and AI .
Some might find that a highly controvertible research. It will be interesting to see if the findings hold across races, non-white people or image features that are influenced by people with different backgrounds and life styles.