Google Cloud

Google Cloud Certified – Generative AI Leader

PR000309
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Become a certified Generative AI Leader with exam code PR000309 to enhance your AI skills in Google Cloud.

489 questions 0 views Free
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Questions 341–350 of 489

Q341

A company needs to process and analyze streaming data in real-time. Which Google Cloud service should they use?

  • A Cloud Storage
  • B Pub/Sub
  • C Cloud SQL
  • D Cloud Run
Explanation Pub/Sub is designed for real-time streaming data, while the other options are not focused on real-time processing.
Q342

You are configuring a machine learning model on Vertex AI. What happens if you select a very high learning rate?

  • A Faster convergence to optimal solution
  • B Possible divergence of model training
  • C Increased accuracy on validation set
  • D Reduced training time significantly
Explanation A very high learning rate can cause the model training to diverge, while lower rates allow stable convergence.
Q343

Which service would you use for training machine learning models at scale?

  • A BigQuery ML
  • B Cloud AutoML
  • C Cloud Functions
  • D Cloud Run
Explanation Cloud AutoML is specifically designed for training models easily; others are not primarily focused on model training.
Q344

A company needs to increase the security of its server communication. What should they implement?

  • A HTTP
  • B VPNs
  • C FTP
  • D SMTP
Explanation VPNs provide secure, encrypted connections; the others do not enhance security effectively for server communication.
Q345

You are configuring a Cloud Pub/Sub topic for high availability. What is essential to ensure?

  • A Single region deployment
  • B Use at least two subscriptions
  • C Enable message deduplication
  • D Multi-region configuration
Explanation Multi-region configuration ensures high availability; others do not guarantee it.
Q346

Which service enables automated scaling in GCP?

  • A Google Kubernetes Engine
  • B Cloud Functions
  • C Cloud Spanner
  • D BigQuery
Explanation Google Kubernetes Engine supports automated scaling; Cloud Functions and others don't scale the same way.
Q347

A company needs to analyze large datasets stored in GCS. Which service should they use?

  • A Cloud SQL
  • B BigQuery
  • C Dataflow
  • D App Engine
Explanation BigQuery is specifically designed for analyzing massive datasets in Google Cloud Storage.
Q348

You are configuring IAM roles in GCP. What happens when you grant a user the 'Viewer' role?

  • A User can modify resources
  • B User can only read resources
  • C User can delete resources
  • D User can create new resources
Explanation The 'Viewer' role allows read-only access, restricting modification or deletion of resources.
Q349

Which service is best for managing unstructured data in Google Cloud?

  • A Cloud Storage
  • B Cloud SQL
  • C BigQuery
  • D FireStore
Explanation Cloud Storage is designed for unstructured data, whereas others target structured data or specific use cases.
Q350

A company needs to run a CPU-intensive task but only occasionally. Which compute solution should they choose?

  • A Always-On VM
  • B Preemptible VM
  • C Cloud Functions
  • D App Engine
Explanation Preemptible VMs are cost-effective for non-critical, CPU-heavy tasks that run occasionally.