Google Cloud _______ provides a managed environment for running TensorFlow workloads.
- AI Platform
- Compute Engine
- Cloud Storage
- Kubeflow
Google Cloud AI Platform provides a managed environment optimized for running TensorFlow workloads, offering features such as distributed training, model serving, and monitoring. Understanding the capabilities of AI Platform is essential for intermediate users seeking to leverage TensorFlow on Google Cloud Platform.
_______ is a feature of Cloud Functions that allows for the reuse of dependencies across function deployments.
- Dependency Injection
- Dependency Management
- Dependency Sharing
- Dependency Resolution
Understanding the features of Cloud Functions, such as dependency management, helps developers streamline the development and deployment processes, improve code maintainability, and reduce duplication of effort.
In Google Cloud, what feature allows users to seamlessly transition data between different storage classes based on access patterns?
- Object Lifecycle Management
- Data Transfer Service
- Access Control Lists
- Data Encryption
Object Lifecycle Management is a powerful feature of Google Cloud Storage that enables automatic and seamless transitions between storage classes based on predefined rules. Understanding how to leverage this feature can help optimize storage costs and resource utilization in Google Cloud environments.
In which scenarios would you consider using Regional Persistent Disk over Zonal Persistent Disk in Google Cloud?
- When you need higher availability and redundancy for your data.
- When you need lower latency for accessing data stored on the disk.
- When you need to minimize storage costs for your deployment.
- When you need to isolate data within a specific zone for regulatory compliance.
Understanding the differences between Regional Persistent Disks and Zonal Persistent Disks helps in selecting the appropriate storage option based on the requirements of your application, such as availability, latency, cost, and regulatory compliance.
_______ allows users to create backups of Persistent Disk data for disaster recovery.
- Cloud Snapshot
- Cloud Storage
- Cloud Backup
- Cloud Archive
Understanding the backup options available for Persistent Disk data is essential for implementing robust disaster recovery strategies on Google Cloud Platform.
In Pub/Sub, what is the role of a subscriber?
- A subscriber is responsible for receiving and processing messages from Pub/Sub topics.
- A subscriber is responsible for publishing messages to Pub/Sub topics.
- A subscriber is responsible for managing access control and permissions for Pub/Sub topics.
- A subscriber is responsible for managing the storage and retention policies for messages in Pub/Sub topics.
Understanding the roles and responsibilities of subscribers in Pub/Sub is crucial for designing efficient message processing pipelines and event-driven architectures. Subscribers play a key role in consuming and acting upon messages published to Pub/Sub topics, enabling asynchronous and decoupled communication between components.
What is Stackdriver Logging used for in Google Cloud?
- Logging and monitoring of applications and infrastructure
- Virtual Machine Management
- DNS Management
- Content Delivery Network
Stackdriver Logging is a critical tool for managing logs in Google Cloud, providing visibility into application and infrastructure behavior for troubleshooting and analysis.
TensorFlow on GCP leverages _______ for scalable and efficient model training.
- TensorFlow Extended (TFX)
- Kubernetes
- BigQuery
- Cloud Functions
TensorFlow Extended (TFX) is a key component of TensorFlow on GCP, providing a comprehensive solution for building, training, and deploying machine learning models at scale. Understanding the role of TFX in model training is essential for intermediate users of Google Cloud Platform.
Scenario: A team is looking for a serverless solution for data processing to avoid managing infrastructure. Which Google Cloud service would fulfill this requirement effectively?
- Google Cloud Dataflow
- Google Cloud Dataproc
- Google Cloud Pub/Sub
- Google BigQuery
Choosing a serverless solution for data processing can simplify infrastructure management and reduce operational overhead. Google Cloud Dataflow provides serverless capabilities for both stream and batch processing, making it an effective choice for teams looking to avoid managing infrastructure while processing data.
In Google Cloud's Network Service Tiers, the _______ tier provides the highest level of performance and availability.
- Premium
- Standard
- Basic
- Advanced
Understanding the characteristics of each tier in Google Cloud's Network Service Tiers helps users select the appropriate tier to meet the performance and availability requirements of their applications.