Your question is Choosing Regression vs Neural Nets. 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 is your process for choosing between a simple regression model and a more complex neural network?