Which Google Cloud service is specifically designed for storing large analytic datasets?
ABigQuery
BCloud Storage
CCloud SQL
DDataproc
Explanation
BigQuery is optimized for large-scale analytics, while others serve different purposes.
Q392
A company needs to deploy an ML model that will predict shipping delays in real-time based on current logistics data. Which Google Cloud service should they use?
AAutoML Vision
BCloud Functions
CAI Platform
DDataflow
Explanation
AI Platform is well-suited for deploying and managing ML models for real-time predictions.
Q393
What happens when you set a Google Cloud AI Platform model version to 'staging'?
AModel pauses all traffic
BModel can still handle requests
CModel becomes deprecated
DModel is deleted
Explanation
A model in 'staging' can still serve requests, unlike a deleted or deprecated model.
Q394
Which service is best for managing large-scale data analysis?
ABigQuery
BCloud Functions
CCompute Engine
DCloud Storage
Explanation
BigQuery is optimized for fast SQL querying of big data, while others are not primarily analytical services.
Q395
A company needs to securely transmit sensitive data in real-time. Which should they use?
You are configuring a machine learning model and face an imbalanced dataset. What is the best approach?
AApply down-sampling to majority class
BIgnore the class imbalance
CUse a simpler model
DIncrease the size of the minority class
Explanation
Down-sampling is effective in managing imbalanced datasets better than the other options provided.
Q397
Which Google Cloud service is best for real-time data processing?
ACloud Dataflow
BCloud Storage
CCloud SQL
DBigQuery
Explanation
Cloud Dataflow is designed for real-time processing, while others focus on storage or batch processing.
Q398
A company needs to deploy a machine learning model quickly with minimal configuration. Which option should they choose?
AAI Platform Prediction
BCloud Functions
CKubernetes Engine
DApp Engine
Explanation
AI Platform Prediction is optimized for quick deployment of models, unlike the other options requiring more management.
Q399
You are configuring a custom IAM role in Google Cloud. Which permission is necessary for the role to create new service accounts?
AserviceAccount.create
Biam.serviceAccounts.create
Croles.serviceAccountAdmin
Dterraform.serviceAccounts.create
Explanation
The 'iam.serviceAccounts.create' permission is specifically needed for creating service accounts, while others are incorrect or irrelevant.
Q400
Which Google Cloud service is most suitable for deploying machine learning models at scale?
AAI Platform
BCompute Engine
CCloud Functions
DFirestore
Explanation
AI Platform is designed for scalable ML deployment; Compute Engine is general-purpose, Cloud Functions is for serverless tasks, and Firestore is a NoSQL database.