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by thearchitect1 2190 days ago
I really don't see the problem.

White men are the largest demographic of the US, so nueral networks will have a bias towards them. It really isn't that complicated.

3 comments

The article highlights dataset biases that reinforce existing biases in society. It becomes a problem when ML affects the real world. See e.g. predictive policing [1].

[1] https://www.vice.com/en_ca/article/889xyb/over-1000-ai-exper...

> White men are the largest demographic of the US

That is super unlikely, considering that women are born slightly more often then males and women live longer.

The sex ratio at birth is actually slightly biased towards men, it takes a few decades to even out. Globally, there are also more men than women, but that's partly due to China and India being artificial outliers, in most countries, women outnumber men.
White women are the largest demographic in the US, but the US is only a small fraction of the world population. There are more Asian women in the world than there are men & women in the US and Europe combined, but this software fails miserably on Asian women as shown in the article.
Yeah because nobody is using Asian datasets.

Asians are less than 5% of the population in the US.