Machine learning classifiers are up to 20% less accurate when labeling photos from homes in poor countries

Exactly. I always make the pun in German that KI is not for “Künstliche Intelligenz” (artificial intelligence), but for “Künstliche Inselbegabung” (Inselbegabung is a neutral, not derogatory term for the ability of an idiot savant.)

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