Implicit Bias
- Implicit bias refers to people’s unconscious tendencies to make assumptions/associate stereotypes with others.
- Example: An engineer who is often bitten by dogs believes that dogs are more aggressive than cats, even though that may not be scientifically true.
- The problem: The engineer would believe that the ground truth is “dogs = aggressive” and thus fine-tuned her AI model to label dogs as being more aggressive than cats.
- The solution: As implicit bias is unconscious to an individual, having multiple engineers code the AI and establishing proper peer review procedures would reduce such biases
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Learner. Writer. Leader. I'm a tech enthusiast and love all-things productivity. 🚀🚀
In the ideal world, machines are unbiased and objective. However, the humans who engineer these machines are inherently biased.
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