What activists hate about algorithms is not so much that they're biased but that they don't have their biases.
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I've always wondered; is the algorithm always going to have its creators biases?
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Touché.
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Yes, a linear model can have “bias” How did you sample your data? Does feedback in system affect the data? Arbitrary ground truths? What are the model error rates for different groups? Statistical models <> causal models… Not every model has bias but it is definitely possible.
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