Your question is ML and NLP Math Foundations. 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).
Tell me about your coding skills related to ML and NLP algorithms, including the math behind them.