Google Cloud
Google Cloud Certified – Professional Machine Learning Engineer
PR000269
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Validate your skills as a Professional Machine Learning Engineer with exam code PR000269 in Google Cloud.
495 questions
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Questions 111–120 of 495
What happens when you set a machine type in Google AI Platform to a higher cost?
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A
Faster training times
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B
Slower training times
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C
No change in performance
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D
Reduced inference quality
Explanation
Higher-cost machine types typically offer better performance, leading to faster training times.
Which Google Cloud service is best for real-time data processing?
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A
Cloud Pub/Sub
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B
Cloud Storage
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C
BigQuery
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D
Cloud Functions
Explanation
Cloud Pub/Sub is optimized for real-time messaging, unlike the others which serve different purposes.
A company needs to deploy a TensorFlow model at scale. Which infrastructure option should they choose?
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A
Cloud Functions
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B
Cloud Run
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C
AI Platform
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D
App Engine
Explanation
AI Platform is specifically designed for deploying machine learning models at scale, while the others are for different deployment needs.
What happens when you set a cloud function with a 2-minute timeout?
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A
The function is immediately terminated
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B
It exceeds the allowed execution limit
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C
It can run indefinitely under certain conditions
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D
The function will extend the timeout automatically
Explanation
Exceeding the set timeout results in automatic termination, which is essential for resource management.
Which service is primarily used for stream processing of real-time data in Google Cloud?
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A
Cloud Pub/Sub
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B
Cloud Functions
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C
BigQuery
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D
Cloud Storage
Explanation
Cloud Pub/Sub handles real-time data streams; the others serve different purposes.
A company needs to analyze unstructured text data from customer feedback. Which method is most suitable?
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A
Structured data extraction
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B
Sentiment analysis
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C
Batch processing
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D
Data warehousing
Explanation
Sentiment analysis is aimed at unstructured text; the other methods do not effectively analyze text data.
You are configuring a model in AI Platform. What happens when a training job exceeds the quota for GPUs?
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A
The job runs successfully.
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B
The job fails to start.
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C
The job uses CPUs instead.
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D
Quotas are automatically increased.
Explanation
Exceeding the quota prevents the job from starting; the other options are incorrect scenarios.
Which service is best for deploying ML models?
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A
Google AI Platform
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B
Google BigQuery
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C
Google Cloud Functions
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D
Google Compute Engine
Explanation
Google AI Platform is designed for ML model deployment, whereas others serve different purposes.
A company needs to analyze large datasets in real time. Which service should they use?
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A
Google Cloud Pub/Sub
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B
Google Cloud Storage
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C
Google Cloud Dataproc
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D
Google Cloud Functions
Explanation
Google Cloud Pub/Sub enables real-time data processing and analysis, while others are for storage or batch processing.
You are configuring a Cloud Function with a timeout of 30 seconds. What happens if it runs longer?
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A
The function continues running.
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B
The function is automatically terminated.
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C
The function restarts from the beginning.
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D
An error message is logged only.
Explanation
Cloud Functions terminate if the execution exceeds the timeout limit, while the other options incorrectly describe the behavior.