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- Sampling bias occurs when the data-collection process over- or under-represents certain groups, producing a training set that does not reflect the deployment population. Confirmation bias is human reasoning bias toward expected results. Automation bias is humans over-trusting automated outputs. Algorithmic bias is a broader term encompassing biases introduced or amplified by the algorithm itself.
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