Your question is Gradient Descent From Scratch. 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).
Implement an optimization algorithm from scratch in Python, for example gradient descent for a simple function.