this post was submitted on 19 Feb 2024
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The bias is really introduced at the design stage. Designers should be aware of demographic differences and incorporate that into the model to produce something more balanced. It's far from impossible to design models that do not become biased in this way, even from biased data - although, that is no to say it's easy.