Your question is Mitigating Machine Learning Bias. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
What techniques would you use to mitigate bias in your machine learning models?