Your question is Bias Variance Tradeoff Basics. 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).
You are comparing a few supervised learning models and trying to understand why some underfit while others overfit.
What is the bias-variance trade-off?