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
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Questions 341–350 of 489
A company needs to process and analyze streaming data in real-time. Which Google Cloud service should they use?
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A
Cloud Storage
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B
Pub/Sub
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C
Cloud SQL
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D
Cloud Run
Explanation
Pub/Sub is designed for real-time streaming data, while the other options are not focused on real-time processing.
You are configuring a machine learning model on Vertex AI. What happens if you select a very high learning rate?
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A
Faster convergence to optimal solution
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B
Possible divergence of model training
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C
Increased accuracy on validation set
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D
Reduced training time significantly
Explanation
A very high learning rate can cause the model training to diverge, while lower rates allow stable convergence.
Which service would you use for training machine learning models at scale?
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A
BigQuery ML
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B
Cloud AutoML
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C
Cloud Functions
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D
Cloud Run
Explanation
Cloud AutoML is specifically designed for training models easily; others are not primarily focused on model training.
A company needs to increase the security of its server communication. What should they implement?
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A
HTTP
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B
VPNs
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C
FTP
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D
SMTP
Explanation
VPNs provide secure, encrypted connections; the others do not enhance security effectively for server communication.
You are configuring a Cloud Pub/Sub topic for high availability. What is essential to ensure?
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A
Single region deployment
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B
Use at least two subscriptions
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C
Enable message deduplication
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D
Multi-region configuration
Explanation
Multi-region configuration ensures high availability; others do not guarantee it.
Which service enables automated scaling in GCP?
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A
Google Kubernetes Engine
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B
Cloud Functions
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C
Cloud Spanner
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D
BigQuery
Explanation
Google Kubernetes Engine supports automated scaling; Cloud Functions and others don't scale the same way.
A company needs to analyze large datasets stored in GCS. Which service should they use?
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A
Cloud SQL
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B
BigQuery
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C
Dataflow
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D
App Engine
Explanation
BigQuery is specifically designed for analyzing massive datasets in Google Cloud Storage.
You are configuring IAM roles in GCP. What happens when you grant a user the 'Viewer' role?
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A
User can modify resources
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B
User can only read resources
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C
User can delete resources
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D
User can create new resources
Explanation
The 'Viewer' role allows read-only access, restricting modification or deletion of resources.
Which service is best for managing unstructured data in Google Cloud?
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A
Cloud Storage
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B
Cloud SQL
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C
BigQuery
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D
FireStore
Explanation
Cloud Storage is designed for unstructured data, whereas others target structured data or specific use cases.
A company needs to run a CPU-intensive task but only occasionally. Which compute solution should they choose?
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A
Always-On VM
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B
Preemptible VM
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C
Cloud Functions
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D
App Engine
Explanation
Preemptible VMs are cost-effective for non-critical, CPU-heavy tasks that run occasionally.