Your question is Avoiding Machine Learning Overfitting. 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 are the possible methods to test and avoid overfitting when using a machine learning model?