A company wants an ML model to analyze social media reviews and label each as neutral, positive, or negative. Which modeling approach is appropriate for this requirement?
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Correct answer: Classification.
Why this is the answer
Classification is the appropriate modeling approach because the goal is to assign predefined categories (neutral, positive, negative) to input data (social media reviews). This is a classic example of a multi-class text classification problem. Open-ended generation involves creating new text, which is not the objective here. Text summarization condenses text into a shorter version, which is also not the goal. Machine translation converts text from one language to another, which is irrelevant to labeling sentiment.
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