Which Google Cloud service manages container orchestration?
AGoogle Kubernetes Engine
BCloud Functions
CCloud Run
DApp Engine
Explanation
Google Kubernetes Engine is specifically designed for container orchestration, while others serve different purposes.
Q242
A company requires a way to process streaming data in real-time while maintaining high fault tolerance. Which Google Cloud service would best suit this requirement?
ABigQuery
BDataflow
CDataproc
DPub/Sub
Explanation
Dataflow is the service for real-time stream processing with fault tolerance; BigQuery and Dataproc focus on batch processing.
Q243
You are configuring a machine learning model using Vertex AI. What happens if your training dataset is heavily imbalanced?
ABetter performance on minority class
BDegraded predictive performance
CNo effect on model performance
DBalanced predictions guaranteed
Explanation
Imbalanced datasets can lead to biased models, often underperforming on the minority class.
Q244
Which service is best for automating machine learning workflows?
AVertex AI
BCloud Functions
CApp Engine
DBigQuery
Explanation
Vertex AI automates machine learning processes; others are for different tasks.
Q245
A company needs to implement model monitoring for fairness. Which tool should they use?
ADataflow
BWhat-if Tool
CCloud Pub/Sub
DAutoML
Explanation
What-if Tool specifically checks model fairness; others serve different purposes.
Q246
You are configuring a VPC network in Google Cloud. What happens if you do not configure firewall rules?
AAll traffic is allowed
BNo traffic is allowed
COnly internal traffic is allowed
DTraffic is limited to specific IPs
Explanation
Without firewall rules, all incoming traffic is denied by default; others describe incorrect outcomes.
Q247
Which service allows you to train models using AutoML?
AGoogle Cloud AI Platform
BBigQuery ML
CFirebase ML
DCloud SQL
Explanation
Google Cloud AI Platform supports AutoML for training models; the others do not focus on model training.
Q248
A company needs to securely share ML model results with partners. Which approach should they use?
APublic Cloud Storage bucket
BCloud IAM policies
CUnencrypted API access
DShared Google Sheets
Explanation
Using Cloud IAM policies ensures secure sharing, while the others lack proper security measures.
Q249
What happens when you use Batch Prediction instead of Online Prediction in AI Platform?
AResults are instantaneous
BHigher cost for processing
CProcesses large datasets at once
DNo model versioning allowed
Explanation
Batch Prediction processes large datasets efficiently, while the other options are incorrect about the service.
Q250
Which Google Cloud service allows for image recognition using pre-trained models?
AVision AI
BAutoML Tables
CDataflow
DCloud Functions
Explanation
Vision AI provides pre-trained models for image recognition, unlike the other options.