Which service is best for managing data pipelines?
ACloud Dataflow
BCloud Functions
CBigQuery
DCloud Storage
Explanation
Cloud Dataflow is designed for data pipelines, while others serve different purposes.
Q452
A company needs to classify images for a product catalog. Which approach should they take?
AUse a pre-trained model
BManual classification by users
CUse only basic image processing
DImplement video recognition algorithms
Explanation
Using a pre-trained model streamlines image classification efficiently compared to manual methods.
Q453
What happens when you set a service account's role to Viewer?
ARead-only access to resources
BFull control over all resources
CCannot view logs or metrics
DAccess to only public buckets
Explanation
Viewer role grants read-only access, while others misinterpret permissions.
Q454
Which service is best for training large ML models on Google Cloud?
AAI Platform Training
BCloud Functions
CBigQuery
DFirebase ML
Explanation
AI Platform Training is optimized for ML model training, while the others serve different purposes.
Q455
You are configuring a recommendation system using Google Cloud. Which dataset is most crucial for ensuring accurate recommendations?
AUser interaction logs
BSystem performance metrics
CNetwork latency logs
DApplication server logs
Explanation
User interaction logs provide the essential data needed for effective content recommendations.
Q456
What happens when you set a machine type with an insufficient quota in Google Cloud?
AThe instance launches with limited resources
BThe instance fails to launch
CQuota is automatically increased
DInstance runs in a different region
Explanation
An insufficient quota prevents the instance from launching successfully.
Q457
Which Google Cloud service is optimized for transient workloads?
AGoogle Cloud Functions
BGoogle Compute Engine
CGoogle Kubernetes Engine
DGoogle Cloud Run
Explanation
Cloud Run is designed for running containerized applications with auto-scaling for burst workloads, while the others do not provide this functionality specifically.
Q458
A company needs to perform batch processing on large datasets. Which service would be most suitable?
AGoogle BigQuery
BGoogle Cloud Functions
CGoogle Dataflow
DGoogle App Engine
Explanation
Google Dataflow is specifically built for batch and stream data processing, unlike the other options that serve different purposes.
Q459
You are configuring a machine learning model on Google Cloud AutoML. What happens when you select a higher number of training hours?
ALonger training time, potentially better accuracy
BInstant model creation without training
CNo change in model performance
DIncreased cost with no benefit
Explanation
More training hours allow models to better fit the data, potentially enhancing accuracy, while the other options do not reflect how AutoML operates.
Q460
Which Google Cloud service is used for large-scale data processing?
ABigQuery
BCloud Functions
CCloud Pub/Sub
DCloud Run
Explanation
BigQuery is designed for large-scale data analytics, while others serve different purposes.