Your question is ML Coding and Core Concepts. 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).
Explain how you would approach linear regression using OLS and MLE, and how you would choose and interpret the loss function (MSE, MAE, Huber).