Unless your objective is to target ads, I'm really not sure why you'd think that Facebook's collection of people's holiday and wedding snaps and memes is a superior training set to say, the entire world's surface photographed at regular intervals, or millions of more-selectively-uploaded tagged images in Flickr, or image sets especially designed for training like OpenImages