Databricks Certified Generative AI Engineer Associate · Free Practice Question Medium

Question 16

A Generative AI Engineer is tasked with selecting tools for a pipeline that converts text-based user reviews into categorized insights. The categories include product quality, delivery, and customer service. What components are critical?
  • A A retrieval system to fetch similar reviews.
  • B A summarization model to condense user reviews.
  • C An embedding model to represent reviews semantically.
  • D A classification model to categorize user reviews based on predefined categories.
Reveal correct answer

Correct answer: D

Explanation

A classification model ensures reviews are assigned to the correct categories, enabling actionable insights from user feedback.

A. Incorrect: Retrieval does not classify or generate categorized insights.

B. Incorrect: Summarization does not produce specific categorizations.

C. Incorrect: While embeddings capture meaning, they do not categorize reviews directly.

D. Correct: Classification models assign reviews to specific categories effectively.

Discussion

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