Which service is best for real-time data processing in Google Cloud?
ACloud Pub/Sub
BBigQuery
CCloud Storage
DAI Platform
Explanation
Cloud Pub/Sub facilitates real-time messaging, while others are for analysis or storage.
Q332
A company needs to deploy a machine learning model that must process streaming data from IoT devices. What Google Cloud service should they use?
AAI Platform
BDataflow
CCloud Storage
DCloud Functions
Explanation
Dataflow is designed for stream processing, whereas others are for batch or non-streaming tasks.
Q333
You are configuring AutoML for image classification. Which of the following is NOT a requirement for your images?
ALabeled images
BDiverse backgrounds
CConsistent image format
DHigh resolution uniformly
Explanation
Diverse backgrounds help with generalization but are not a strict requirement.
Q334
Which service can you use for automated model tuning in Google Cloud?
AAI Platform
BCloud Functions
CBigQuery
DCloud Dataproc
Explanation
AI Platform offers hyperparameter tuning capabilities, unlike the other services listed.
Q335
A company needs to deploy a machine learning model with low latency for real-time predictions. Which solution should they choose?
ABatch Prediction
BOnline Prediction
CDataflow
DCloud Pub/Sub
Explanation
Online Prediction is designed for low-latency scenarios, while Batch Prediction is not.
Q336
What happens when you set a Google BigQuery job to 'dry run' mode?
AJob runs without charges.
BJob retrieves only metadata.
CJob runs with actual charges.
DJob never executes.
Explanation
A dry run allows testing without incurring costs, vs. retrieving metadata or never executing.
Q337
Which service would you use for large-scale batch processing?
ADataflow
BCloud Run
CFirestore
DCompute Engine
Explanation
Dataflow is specifically designed for large-scale data processing tasks, while the others serve different functions.
Q338
A company needs to deploy a machine learning model with automatic scaling. Which service should they choose?
ACloud Functions
BCloud AI Platform
CKubernetes Engine
DApp Engine
Explanation
Cloud AI Platform allows for easy deployment with scalability tailored for ML models, unlike other options that are not optimized for such tasks.
Q339
You are configuring a virtual machine with a public IP address on Google Cloud. What happens when the VM is stopped?
AIP address is retained
BIP address is released
CNew IP is assigned
DIP remains but inactive
Explanation
When the VM is stopped, the public IP is released unless it's a static IP.
Q340
Which Google Cloud service is optimal for building data warehousing solutions?
ABigQuery
BCloud Functions
CCloud Storage
DCompute Engine
Explanation
BigQuery is designed for analytics and data warehousing, while others serve different purposes.