What does an "inherently biased" machine learning model mean?

#artificialintelligence 

I am sure some of you have seen the image below. You probably have also heard headlines like "Tech companies stoped selling Facial Recognition because the models are inherently biased". "Police offices stop using Predictive Policing because the model is inherently biased" and etc… These headlines can easily trigger the feeling of scared, angry, and confused about new AI technologies. But, what does "inherently biased" mean…? Let's unpack this a bit.

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