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PROFESSIONAL-MACHINE-LEARNING-ENGINEER · Question #324

PROFESSIONAL-MACHINE-LEARNING-ENGINEER Question #324: Real Exam Question with Answer & Explanation

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Submitted by kevin_r· Apr 18, 2026Data processing and feature engineering

Question

You are the lead ML engineer on a mission-critical project that involves analyzing massive datasets using Apache Spark. You need to establish a robust environment that allows your team to rapidly prototype Spark models using Jupyter notebooks. What is the fastest way to achieve this?

Options

  • ASet up a Vertex AI Workbench instance with a Spark kernel.
  • BUse Colab Enterprise with a Spark kernel.
  • CSet up a Dataproc cluster with Spark and use Jupyter notebooks.
  • DConfigure a Compute Engine instance with Spark and use Jupyter notebooks.

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Topics

#Apache Spark#Dataproc#ML Experimentation#Big Data Analytics
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