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 211–220 of 495
Which service is best for real-time data analytics in Google Cloud?
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A
BigQuery
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B
Dataflow
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C
Cloud Storage
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D
Cloud Pub/Sub
Explanation
Dataflow is specifically designed for streaming data processing, unlike the other options.
A company needs to deploy multiple machine learning models at scale. Which tool should they use?
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A
Vertex AI
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B
Cloud Functions
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C
Compute Engine
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D
App Engine
Explanation
Vertex AI provides a managed service for deploying models, while others are meant for different purposes.
What happens when you set the learning rate too high during training?
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A
Training is faster but less accurate.
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B
Training will halt immediately.
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C
Model may fail to converge.
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D
Model accuracy improves significantly.
Explanation
A high learning rate can cause divergence, preventing training from stabilizing.
Which Google Cloud service provides a fully managed messaging queue?
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A
Cloud Pub/Sub
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B
Cloud Functions
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C
Cloud Storage
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D
Cloud Datastore
Explanation
Cloud Pub/Sub is designed for messaging, while the others serve different purposes.
A company needs to ensure their models are scalable and cost-effective. Which service should they consider for training their ML models?
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A
AI Platform Training
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B
Cloud Functions
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C
App Engine
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D
Cloud Run
Explanation
AI Platform Training specifically caters to ML model training, unlike the others which have different focuses.
You are configuring a dataset in BigQuery. What happens when you apply a DATASET_ACCESS rule without specifying a role?
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A
Access is denied completely
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B
Default role is applied
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C
Access is granted to all
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D
Only read access granted
Explanation
Without a specified role, no access is allowed. All other options suggest some level of access.
Which service is best for managing ML models?
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A
AI Platform
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B
Cloud Functions
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C
Cloud Run
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D
Cloud Storage
Explanation
AI Platform is designed for managing ML models while others are for compute or storage tasks.
A company needs to develop a streaming data pipeline. Which Google Cloud service should they use?
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A
Cloud Pub/Sub
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B
Cloud SQL
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C
Cloud Datastore
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D
Cloud Functions
Explanation
Cloud Pub/Sub is specifically designed for real-time messaging between applications and services, while others do not focus on streaming.
You are configuring a BigQuery table. What happens if you set the 'requirePartitionFilter' option to true?
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A
Only partitioned data can be queried
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B
Partition filter becomes optional
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C
All queries are denied
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D
Reduces query processing cost
Explanation
Setting 'requirePartitionFilter' to true mandates that queries must use a filter for partitions, ensuring query efficiency.
Which Google Cloud service is best for real-time data analysis?
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A
BigQuery
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B
Cloud Storage
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C
Cloud Functions
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D
Cloud Run
Explanation
BigQuery is optimized for real-time data analysis while others aren't.