AI Platforms, Tools, and Ecosystem Integration CAIPM Practice Questions (Page 10)

Questions 46–50

1. 46foundation · easy

   Which performance optimization strategy involves adjusting the amount of CPU, memory, or GPU allocated to an AI workload?

   • AData anonymization
   • BVendor selection
   • CModel versioning
   • DResource allocation
   Reveal Solution Discussion Select an answer first
2. 47application · medium

   A logistics company is building an AI system to optimize delivery routes. They have historical GPS data, traffic feeds, and weather data. The system must process this data in near real-time to adjust routes dynamically. Which ecosystem components are essential?

   • AA data lake, a spreadsheet, and an email notification system
   • BA streaming data ingestion service, a feature store, and a model serving endpoint
   • CA batch data warehouse, a model training script, and a manual reporting tool
   • DA relational database, a cron job, and a static map service
   Reveal Solution Discussion Select an answer first
4. 48application · medium

   A media company is building an AI ecosystem to analyze viewer preferences. The ecosystem includes a data lake for raw viewing data, a model training environment, and a recommendation service. The company wants to ensure that data flows seamlessly from the data lake to the training environment and then to the recommendation service. What should the company implement to manage this data flow?

   • AA direct connection from the data lake to the recommendation service, bypassing the training environment
   • BA single database that stores all data and serves both the training environment and the recommendation service directly
   • CA data pipeline that extracts data from the data lake, transforms it for training, and loads it into the recommendation service
   • DA manual process where data scientists copy data from the data lake to the training environment and then to the recommendation service
   Reveal Solution Discussion Select an answer first
5. 49foundation · easy

   Which of the following best categorizes Microsoft Azure AI, Google Cloud AI Platform, and Amazon SageMaker?

   • AEdge AI runtime environments
   • BEnterprise on-premises AI suites
   • CCloud-based AI platforms
   • DOpen-source AI frameworks
   Reveal Solution Discussion Select an answer first
6. 50application · medium

   A manufacturing company wants to adopt a third-party predictive maintenance tool. They require the tool to integrate with their existing SAP ERP system and their on-premises historians. The vendor offers a REST API and a pre-built SAP connector. What should the program manager do first?

   • AReplace the on-premises historians with a cloud data warehouse to simplify integration
   • BEvaluate the vendor's API documentation and the SAP connector's compatibility with the current SAP version
   • CAsk the vendor to customize the tool to match all existing workflows
   • DPurchase the tool immediately because the vendor offers a pre-built connector
   Reveal Solution Discussion Select an answer first