A company is transitioning from a monolithic system to microservices. They need a database that can ensure strong transactional guarantees. What kind of database system would be suitable?

  • NoSQL Database
  • NewSQL Database
  • Columnar Database
  • Time-Series Database
NewSQL databases like Google Spanner are designed to combine the scalability of NoSQL databases with strong transactional guarantees, making them suitable for microservices transitioning from monolithic systems.

Which term refers to the process of transforming data to have a mean of 0 and a standard deviation of 1?

  • Outlier Detection
  • Data Imputation
  • Standardization
  • Feature Engineering
Standardization is the process of transforming data to have a mean of 0 and a standard deviation of 1. This helps in making data more interpretable and suitable for various machine learning algorithms, as it removes the scale effect.

A common method to combat the vanishing gradient problem in RNNs is to use _______.

  • Gradient boosting
  • Long Short-Term Memory (LSTM)
  • Principal Component Analysis
  • K-means clustering
To combat the vanishing gradient problem in RNNs, a common approach is to use Long Short-Term Memory (LSTM) units. LSTMs are designed to alleviate the vanishing gradient issue by allowing gradients to flow over longer sequences.

In light of AI ethics, why is the "right to explanation" becoming increasingly important?

  • It ensures AI algorithms remain proprietary
  • It promotes transparency in AI decision-making
  • It limits the use of AI in sensitive applications
  • It reduces the complexity of AI algorithms
The "right to explanation" is important as it promotes transparency in AI decision-making. In ethical AI, users should have insight into how AI algorithms arrive at their decisions. This transparency is vital to prevent bias, discrimination, and unethical decision-making, making it a critical aspect of AI ethics.

During ______ maintenance, developers make changes to optimize the performance and improve the maintainability of the system.

  • Corrective
  • Adaptive
  • Preventive
  • Perfective
Perfective maintenance involves making changes to enhance system performance, improve maintainability, and optimize the software. It includes activities like code refactoring and efficiency improvements.

The _____ model of software evolution is centered around the system being altered continually in order to adapt it to varying environments and requirements.

  • Waterfall
  • Incremental
  • RAD
  • Maintenance
The Maintenance model of software evolution is centered around the continual alteration of the software system to adapt it to varying environments and changing requirements. This phase is critical for keeping the software functional and relevant over time.

What is a sophisticated strategy for scaling Jenkins efficiently in a large-scale environment?

  • Auto-Scaling Cloud Agents
  • Dynamic Agents Provisioning
  • Manual Scaling
  • Static Agents Allocation
Dynamic Agents Provisioning is a sophisticated strategy for scaling Jenkins efficiently in a large-scale environment. It allows Jenkins to dynamically provision and de-provision agents based on workload, ensuring optimal resource utilization.

How does the statelessness of RESTful APIs impact scalability and performance?

  • It enhances scalability by allowing stateful interactions.
  • It has no impact on scalability or performance.
  • It reduces server overhead but may require client-side state management.
  • It simplifies caching, improving scalability.
The statelessness of RESTful APIs simplifies server-side scalability since each request from a client contains all necessary information, and servers don't need to maintain session state. However, it may require client-side state management for complex interactions. This is important to understand in the context of designing efficient, scalable systems.

Imagine you are developing a Single Page Application (SPA) and need to implement user authentication and authorization. How would you utilize OAuth 2.0 and JWT in this scenario?

  • Use JWT for authentication and OAuth for authorization
  • Use JWT for both authentication and authorization
  • Use OAuth for authentication and JWT for authorization
  • Use OAuth for both authentication and authorization
In this scenario, OAuth 2.0 is used for user authentication to obtain an access token securely. JWT is then used for authorization by including user claims in the token, specifying what the user is allowed to access within the SPA. This separation of concerns allows for a secure and flexible way to manage user authentication and authorization.

What is the basic concept behind optimizing the performance of an API?

  • Adding more features to the API
  • Enhancing security measures
  • Maximizing speed and efficiency
  • Reducing the number of users
Optimizing the performance of an API involves maximizing its speed and efficiency. This includes reducing response times, minimizing resource usage, and ensuring the API can handle a high volume of requests while delivering results quickly and reliably. Performance is a key consideration for successful APIs.

What considerations should be taken into account when selecting an API Gateway for a microservices architecture?

  • Security and authentication options
  • Performance and scalability features
  • API versioning and documentation support
  • Logging and monitoring capabilities
When selecting an API Gateway for a microservices architecture, you must consider various factors, including security and authentication options to protect your APIs, performance and scalability features for handling traffic, API versioning to manage changes, and documentation support to make APIs easily discoverable. Additionally, logging and monitoring capabilities are crucial for troubleshooting and maintaining the health of your services.

When building APIs with ASP.NET Core, developers can use _____ to define the routes, controllers, and actions.

  • JSON-RPC
  • RESTful APIs
  • Swagger/OpenAPI
  • XML-RPC
When building APIs with ASP.NET Core, developers can use Swagger/OpenAPI to define the routes, controllers, and actions. Swagger is a popular tool for documenting and defining APIs in a machine-readable format, making it easier to create and consume web APIs in ASP.NET Core.