A company needs to classify images using a neural network but lacks extensive labeled data. What is the most effective approach to take?
AUse transfer learning
BGather more labeled data
CImplement unsupervised learning
DDevelop a custom architecture
Explanation
Transfer learning leverages pre-trained models, ideal with limited data; gathering more data might be impractical, unsupervised learning won't directly classify labels, and custom architecture is unnecessary complexity.
Q402
You are configuring BigQuery for real-time data analysis. What happens when you use a streaming insert?
AData is immediately available for querying
BData is discarded after 24 hours
CData needs to be manually loaded
DData is stored in local cache
Explanation
Streaming inserts make data immediately available in BigQuery; data is not discarded, does not need manual loading, and isn't stored in local cache.
Q403
Which Google Cloud service allows for serverless event-driven functions?
ACloud Function
BApp Engine
CCloud Run
DCloud Storage
Explanation
Cloud Functions is specifically designed for serverless event-driven use cases, unlike the other services listed.
Q404
A healthcare startup needs to ensure patient data is encrypted during transmission. Which service should they utilize?
ACloud Pub/Sub
BCloud Storage
CCloud VPN
DBigQuery
Explanation
Cloud VPN provides a secure, encrypted tunnel for data transmission, while others do not focus on encryption in transit.
Q405
You are configuring automated ML models with AutoML on Google Cloud. What happens if you input data with a feature that is not supported?
AModel training fails completely
BFeature is ignored
CError is logged for review
DModel predicts without the feature
Explanation
AutoML will ignore unsupported features without failing the model training process.
Q406
Which Google Cloud service best supports large-scale data processing jobs?
ACloud Dataflow
BCloud Storage
CBigQuery
DCloud Functions
Explanation
Cloud Dataflow is designed for large-scale data processing, while others serve different purposes.
Q407
A company needs real-time analytics for streaming data. Which service should they use?
ACloud Pub/Sub
BBigQuery
CCloud Functions
DApp Engine
Explanation
Cloud Pub/Sub enables real-time messaging for streaming data; the others do not specialize in real-time analytics.
Q408
What happens when you delete a Google Cloud Storage bucket containing immutable objects?
AObjects are permanently deleted
BDeletion is not allowed
CObjects are marked for retention
DOnly metadata is deleted
Explanation
Deletion of a bucket that contains immutable objects is not allowed until the objects are removed.
Q409
Which service is best suited for developing machine learning models on Google Cloud?
ACloud AI Platform
BBigQuery
CFirestore
DCloud Functions
Explanation
Cloud AI Platform provides dedicated tools for ML model training, while the others serve different purposes.
Q410
A company needs to process real-time data streams. Which service should they use?
ACloud Pub/Sub
BCloud Storage
CCloud SQL
DGoogle Kubernetes Engine
Explanation
Cloud Pub/Sub is designed for real-time messaging, unlike the options that focus on storage or orchestration.