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DP-750 practice question 12

Implementing Data Engineering Solutions Using Azure Databricks · free question 12 of 20

Question

You have an Azure Databricks workspace that contains a cluster named Cluster1. Cluster1 has the following characteristics: - Configured as a single node cluster - Uses a general purpose virtual machine node type The cluster runtime environment has the following configurations: - Uses Databricks Runtime for Machine Learning (Databricks Runtime ML) - Includes common machine learning libraries - Supports Python workloads For each of the following statements, select Yes if the statement is true. Otherwise, select No. NOTE: Each correct selection is worth one point.

Explanation

Statement 1 (No): GPU compute requires the worker type to be a GPU instance type, and Cluster1 uses a general purpose virtual machine that has no GPU. Using Databricks Runtime ML does not add GPU hardware. Statement 2 (No): A single node cluster has a driver that acts as both master and worker, with no worker nodes, and it runs Spark locally. It is intended for non-distributed workloads, and it cannot be converted to a multi-node cluster. Statement 3 (Yes): Databricks Runtime ML comes with common machine learning libraries preinstalled, and the cluster supports Python. Such workloads run on the single node without any extra library installation.

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