Databricks Certified Generative AI Engineer Associate · Free Practice Question Medium

Question 19

A Generative AI Engineer must register an LLM in Unity Catalog using MLflow for better governance and reproducibility. What steps should they follow to register the model?
  • A Define the input-output formats in Unity Catalog first, then register the model in MLflow.
  • B Fine-tune the model in Unity Catalog before deployment.
  • C Log the trained model to MLflow, add the model signature, and register it in Unity Catalog for centralized management.
  • D Train the model and directly upload it to Unity Catalog.
Reveal correct answer

Correct answer: C

Explanation

Registering an LLM in Unity Catalog involves logging the model in MLflow, defining its input-output signature, and integrating it for governance and management.

A. Incorrect: Model registration flows from MLflow to Unity Catalog, not the reverse.

B. Incorrect: Unity Catalog does not support model training or fine-tuning.

C. Correct: Logging the model in MLflow, defining its signature, and registering it in Unity Catalog ensures governance, tracking, and reproducibility.

D. Incorrect: Unity Catalog requires MLflow integration to manage metadata, versioning, and lineage effectively.

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