What are some real-world examples of algorithm bias?
Algorithm bias can be seen in various areas, such as hiring processes, facial recognition, and loan approvals.
Can you explain how bias affects hiring algorithms?
Sure! Hiring algorithms may favor candidates based on biased historical data, leading to discrimination against certain groups.
What about facial recognition technology?
Facial recognition systems have shown higher error rates for people of color, which raises concerns about fairness and accuracy.
How can we mitigate algorithm bias?
Mitigating bias involves using diverse training data, regular audits, and implementing fairness guidelines in algorithm design.
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