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PROFESSIONAL-DATA-ENGINEER · Question #240

Your team is working on a binary classification problem. You have trained a support vector machine (SVM) classifier with default parameters, and received an area under the Curve (AUC) of 0.87 on the…

The correct answer is C. Copy all dependencies to a Cloud Storage bucket within your VPC security perimeter. Explanation/Reference: You need to deploy additional dependencies to all of a Cloud Dataproc cluster at startup using an existing initialization action. Company security policies require that Cloud Dataproc nodes do not have access to the Internet so public initialization…

Submitted by satoshi_tk· Mar 30, 2026Ensuring solution quality

Question

Your team is working on a binary classification problem. You have trained a support vector machine (SVM) classifier with default parameters, and received an area under the Curve (AUC) of 0.87 on the validation set. You want to increase the AUC of the model. What should you do?

Options

  • ADeploy the Cloud SQL Proxy on the Cloud Dataproc master
  • BUse an SSH tunnel to give the Cloud Dataproc cluster access to the Internet
  • CCopy all dependencies to a Cloud Storage bucket within your VPC security perimeter
  • DUse Resource Manager to add the service account used by the Cloud Dataproc cluster to the Network User role

How the community answered

(36 responses)
  • A
    6% (2)
  • B
    6% (2)
  • C
    72% (26)
  • D
    17% (6)

Explanation

Explanation/Reference: You need to deploy additional dependencies to all of a Cloud Dataproc cluster at startup using an existing initialization action. Company security policies require that Cloud Dataproc nodes do not have access to the Internet so public initialization actions cannot fetch resources. What should you do? Explanation/Reference: If you create a Dataproc cluster with internal IP addresses only, attempts to access the Internet in an initialization action will fail unless you have configured routes to direct the traffic through a NAT or a VPN gateway. Without access to the Internet, you can enable Private Google Access, and place job dependencies in Cloud Storage; cluster nodes can download the dependencies from Cloud Storage from internal IPs. https://cloud.google.com/dataproc/docs/concepts/configuring-clusters/init-actions

Topics

#VPC security perimeter#Cloud Dataproc#private cluster#dependency management

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