Your question is NLP Take-Home Task Approach. 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).
Describe how you would approach an NLP/ML take-home task when the interview is focused on written work rather than live coding.
Explain how you would clarify the objective, inspect and preprocess the data, establish a baseline, select and validate a model, and communicate results. Include the structure of a reproducible submission, assumptions, limitations, and production considerations. Provide a concise implementation outline using modern Python and identify how your written work would demonstrate both technical judgment and engineering quality.