Google Cloud
Google Cloud Certified – Professional Machine Learning Engineer
PR000269
Trending
Validate your skills as a Professional Machine Learning Engineer with exam code PR000269 in Google Cloud.
495 questions
0 views
Free
Questions 121–130 of 495
Which service allows for serverless data analytics?
-
A
BigQuery
-
B
Cloud Functions
-
C
Cloud Run
-
D
Compute Engine
Explanation
BigQuery is designed for serverless data analytics, whereas others serve different purposes.
A company needs to handle machine learning tasks within a secure environment. What should they use?
-
A
AI Platform Notebooks
-
B
Cloud Shell
-
C
Cloud Storage
-
D
App Engine
Explanation
AI Platform Notebooks offers secure, managed environments for ML tasks, which others do not provide.
What happens when you apply batch processing with Cloud Pub/Sub?
-
A
Messages are processed in real-time
-
B
Messages are stored indefinitely
-
C
Messages get lost after expiration
-
D
Messages are processed in bulk later
Explanation
Batch processing means messages are collected and processed in bulk, while options A, B, and C describe different behaviors.
Which service is best for real-time analytics on streaming data?
-
A
BigQuery
-
B
Cloud Pub/Sub
-
C
Cloud Function
-
D
Dataflow
Explanation
Dataflow processes streaming data in real-time, unlike the others that have different use cases.
A company needs to deploy a machine learning model to handle peak traffic spikes. Which Google Cloud service should they use?
-
A
AI Platform
-
B
Cloud Run
-
C
Compute Engine
-
D
App Engine
Explanation
Cloud Run scales automatically in response to traffic spikes, while the others require manual scaling management.
What happens when you train a model using mismatched labels in the dataset?
-
A
Model accuracy improves.
-
B
Results become unpredictable.
-
C
Training completes successfully.
-
D
Model learns irrelevant patterns.
Explanation
Mismatched labels lead to unpredictable model performance, unlike the options suggesting improvement or success.
Which service would you use to run a serverless machine learning model?
-
A
Google Cloud Functions
-
B
Google Compute Engine
-
C
Google Kubernetes Engine
-
D
Google App Engine
Explanation
Google Cloud Functions allows for serverless execution, while the other options involve infrastructure management.
A company needs to analyze streaming data in real-time and apply machine learning models. Which Google Cloud product is best suited?
-
A
BigQuery
-
B
Cloud Pub/Sub
-
C
Dataflow
-
D
Cloud Storage
Explanation
Cloud Dataflow is tailored for real-time processing and ML integration, whereas BigQuery is for batch processing.
What happens when you provide a biased dataset to your machine learning model?
-
A
Model performs optimally across all data
-
B
Results may be skewed or inaccurate
-
C
Training will take significantly longer
-
D
No impact on model training
Explanation
A biased dataset leads to skewed results, while the other options misrepresent the potential impact on model performance.
Which Google Cloud service is best for real-time data processing?
-
A
Dataflow
-
B
BigQuery
-
C
Cloud Storage
-
D
App Engine
Explanation
Dataflow is designed for real-time data processing, while the others focus on data analysis or storage.