Your question is Optimization and Probability in Deep Learning. 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 optimization techniques and probability concepts as they relate to deep learning.