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It's even worse than that. Assume you want to train an AI to recognize shops or buildings for example for a Google car. Well if you do it in the US with skysc
by mratsim 6y ago
It's even worse than that.
Assume you want to train an AI to recognize shops or buildings for example for a Google car.
Well if you do it in the US with skyscraper, in Europe, in Africa, Middle-East or Asia, you will get completely different results and biases.
Also, I don't see how anyone has the resources to compensate such a social bias, unless they plan to do a shooting trip in hard to access locations and try to justify such as "Seriously officer, the reason I take all those photos is to make sure my machine learning model is unbiaised so I don't classify shops in your country as shacks."
And if we forget human activity, even looking at nature, the fauna and flora are different between areas their color, how sparse they are, etc.
Last example, applying sparsity to human activity, what is actually a town in some country might be classified as a settlement for example due to bias.