How Machine Learning Introduces Unconscious Biases
What constitutes an unacceptable real-world bias? We might argue that any perspective which unfairly disadvantages someone based on non-material criteria is an unfair bias. For example: Choosing one job candidate over another due to skin color or “ethnic-sounding names” Setting different pricing for one customer over another because of religious views Paying one person less…