Your question is Deep Learning vs Traditional ML. 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).
How do neural networks learn, and how do you determine when a deep learning approach is appropriate versus a traditional machine learning model?