What happens when you deploy an AI model with auto-scaling on Google Cloud AI Platform?
AResources scale based on traffic.
BModel performs worse under load.
CTraffic is automatically redirected.
DCosts double during peak usage.
Explanation
Auto-scaling dynamically adjusts resources to match workload, improving performance.
Q52
Which service provides scalable machine learning models?
AGoogle Cloud AI Platform
BGoogle BigQuery
CGoogle Cloud Storage
DGoogle Compute Engine
Explanation
Google Cloud AI Platform specializes in ML, while others focus on data handling or processing.
Q53
A company needs to analyze large datasets efficiently. Which service would best suit this requirement?
AGoogle Cloud Functions
BGoogle Dataproc
CGoogle App Engine
DGoogle Cloud Pub/Sub
Explanation
Google Dataproc allows for Hadoop and Spark to analyze large datasets, unlike the others.
Q54
You are configuring a service account in IAM. What happens if you do not grant it any roles?
AAccount will have full access
BAccount will have no access
CAccount will have limited access
DAccount will inherit roles from users
Explanation
Without roles, a service account has no permissions at all.
Q55
Which service is best for image analysis?
ACloud Vision API
BCloud Storage
CCloud Functions
DBigQuery
Explanation
Cloud Vision API specializes in analyzing images, while others are for storage or data processing.
Q56
A company needs real-time translations for their customer support chat. Which GCP service is most suitable?
ACloud Translation API
BDialogflow
CNatural Language API
DSpeech-to-Text
Explanation
Cloud Translation API provides real-time text translations, while others focus on different conversational or textual tasks.
Q57
You are configuring AutoML for text classification. What must you specify first?
AThe project ID
BThe dataset schema
CThe training duration
DThe number of classes
Explanation
The dataset schema defines the structure for learning, while others are less critical at the initial setup.
Q58
Which service in Google Cloud provides machine learning capabilities without requiring extensive coding?
AAutoML
BBigQuery
CCloud Functions
DApp Engine
Explanation
AutoML allows users to create models with minimal coding, while others do not focus on ML.
Q59
A company needs to deploy a Machine Learning model with low latency for real-time predictions. Which Google service is best suited for this requirement?
ACloud Functions
BVertex AI
CCloud Run
DDataflow
Explanation
Vertex AI is specifically designed for deploying ML models reliably and efficiently.
Q60
You are configuring IAM policies for team members in your Google Cloud project. What happens if a member has both an inherited role and a direct role?
AInherited role overrides direct role
BDirect role overrides inherited role
CBoth roles are equally applied
DNeither role is considered
Explanation
Direct roles usually take precedence over inherited ones in IAM policy evaluations.