Your question is Optimizing Models on Noisy Data. 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).
Walk me through how you would optimize the parameters for a specific technique or algorithm given a highly noisy dataset.