But with race, you never have two white people produce a black person, or vice versa (and no, a black person with albinism is not a white person).
I had a personal friend who was white with two black parents, not albino, and genetic tests proved paternity.
However, can I ask what the point of your hypothetical is? I'm not sure what message or conclusion I'm supposed to get from it, in context of the discussion.
Think about what this means People who have, say, three black great-grandparents and five white ones, will vary widely in how black they look, and this likely affects how they identify. But there are also invisible markers of ancestry - of the sort you would expect maybe were visible only on an X-ray if you looked carefully. Those could easily break the other way. You could easily get someone who looked white (and thus, probably identified as white), but were "black on the inside", in terms of their less visible characteristics.
Yet the algorithm sees through all that, and manages to see what you feel like? Correctly classifying Shaun King as black and Tom Jones as white? From a 8x8 X-ray picture?
The people who insist that "race is real" should be the most confused by these results, since we know how fuzzily identity is coupled with ancestry, especially in the main groups studied here, black and white Americans.
I'm much more prepared to believe, for instance, that there is something catastrophically bad going on in medical image dataset collection, than I am that self-ID race is nebulously predictable from almost nothing.
If two doberman pinschers had a puppy that looked like an English bulldog, it would be strange and newsworthy. But, if the two doberman's actually had grandparents that were English bulldogs, the mystery would be fairly easy to solve.
At least part of this confusion is associated with the culture of race(at least in the US) as opposed to the genetics of race. For example, we consider Barack Obama black, but he is equally as white as he is black. There's no genetic basis for making that kind of determination.
Africa is very, very, very genetically diverse compared to the rest of the world. I don't think there exists a population which doesn't contain genes for lighter skin.
I think race labels make some sense in a social/cultural context: In America we can call someone "black" when they are 75+% white, because for their entire childhood/life, socially, society at large treated them similarly as they treat people who are "100% black".
But race doesn't make sense in a genetic context. It's probably far more absurd than defining the difference between an accent vs dialect vs language. Even though there are clear differences between individuals/families, the boundaries are absolutely arbitrary.
Which do you think is more common, based on your quoted stats?
a) To see white parents who have a genetic child who has black skin, or black parents who have a genetic child who has white skin (disregarding albinism)
or
b) two tall parents have a genetic child who is short as an adult, or two short parents to have a genetic child who is tall as an adult