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Very hard Difficulty

Very-hard questions are the ultimate test of your expertise and preparation. They demand not just knowledge, but creativity and strategic thinking, often addressing unique or highly technical aspects of your field.

ML System Design question

ML System Design questions evaluate your ability to architect end-to-end machine learning solutions. Explain your approach to data pipelines, model training, deployment infrastructure, and how you handle scalability and maintenance challenges.

Here's a Hint

Focus on NLP techniques for negation detection, including contextual understanding, dependency parsing, and specific handling of negation scope in conversation flows.

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