Your question is Convergence Properties of Optimizers. 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 would you derive or explain the convergence properties of an optimizer such as SGD or Adam?