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CERTIFIED-MACHINE-LEARNING-PROFESSIONAL · Question #51

CERTIFIED-MACHINE-LEARNING-PROFESSIONAL Question #51: Real Exam Question with Answer & Explanation

The correct answer is C: Model Serving. Note: The marked correct answer (C. Model Serving) appears to be an error in this question. The actual correct answer is B. Model Registry. Model Registry is the Databricks-managed MLflow capability that serves as a centralized model store - it provides a shared repository where

Question

Which of the following Databricks-managed MLflow capabilities is a centralized model store?

Options

  • AModels
  • BModel Registry
  • CModel Serving
  • DFeature Store
  • EExperiments

Explanation

Note: The marked correct answer (C. Model Serving) appears to be an error in this question. The actual correct answer is B. Model Registry.

Model Registry is the Databricks-managed MLflow capability that serves as a centralized model store - it provides a shared repository where teams can register, version, annotate, and manage the full lifecycle of ML models across stages (Staging, Production, Archived).

Why the distractors are wrong:

  • A. Models - refers to individual logged model artifacts within a run, not a centralized store
  • C. Model Serving - deploys registered models as REST API endpoints for real-time inference; it uses the registry but isn't the store itself
  • D. Feature Store - a centralized store for features (input data), not models
  • E. Experiments - organizes and tracks training runs and their metrics/parameters, not a model store

Memory tip: Think "Registry = warehouse." Just like a product registry tracks items in a catalog with versions and statuses, the Model Registry catalogs your models with versions and lifecycle stages (Staging → Production). Model Serving is what happens after you pull something off the shelf.

If you encounter this question on an exam, select B. Model Registry.

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