Yeah that's a good point, about having sufficient examples in the training set. I think it's not as simple as that though, several years after that made headlines people have still not been able to close the face recognition accuracy gap. Experts are debating different explanations for this.
https://www.wired.com/story/best-algorithms-struggle-recogni...