Your question is Feature Selection for Modeling. 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).
When there are too many columns in a dataset, how would you decide which columns to use to improve model performance?