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Eliminating Bias From Machine Learning Systems
Every person has known and unknown biases. And so every kernel of what we know and the data that we use to apply towards build a i systems and m l systems is biased. If anyone is trying to sell you a solution that says, this eliminates bias, walk away,. A, because the team building your model will likely make some mistake, intended or not, usually unintended. Bias against protected classes is probably one of those things that, no matter what guard rails you try and put in place, it will happen. So really the conversation should instead be, what guard rails do i have in place to try to mitigate, to identify when it does happen, and then to resolve once i