Task 2.2: Implement Model Deployment Strategies. AIP-C01 Practice Questions (Page 1)

Questions 1–5

1. 1foundation · easy

   Which Amazon Bedrock feature is designed to provide consistent performance for high-volume workloads by reserving capacity for a foundation model?

   • ABatch inference
   • BOn-demand mode
   • CProvisioned throughput
   • DModel customization
   Reveal Solution Discussion Select an answer first
2. 2foundation · easy

   What is a key benefit of using Amazon Bedrock provisioned throughput for a production application with consistent, high-volume traffic?

   • AIt automatically scales to zero when not in use to reduce costs
   • BIt provides a dedicated capacity commitment that helps ensure consistent inference performance
   • CIt provides unlimited throughput at no additional cost
   • DIt eliminates the need to choose a specific foundation model
   Reveal Solution Discussion Select an answer first
4. 3foundation · easy

   What is the purpose of API-based model cascading?

   • ATo store model outputs in a cache for faster retrieval
   • BTo route simple queries to a smaller, cost-effective model and escalate complex ones to a larger model
   • CTo automatically fine-tune a model based on user feedback
   • DTo combine multiple models into a single model for better performance
   Reveal Solution Discussion Select an answer first
5. 4application · medium

   A company is building a sentiment analysis tool for social media posts. The tool needs to process a high volume of short text messages with low latency. The team is considering using a large foundation model but is concerned about cost. Which approach should they take?

   • AUse the large foundation model with on-demand invocation.
   • BUse a container-based deployment of the large model with GPU acceleration.
   • CUse model cascading with the large model for all requests to ensure accuracy.
   • DUse a smaller pre-trained model that is fine-tuned for sentiment analysis.
   Reveal Solution Discussion Select an answer first
6. 5foundation · easy

   A company wants to deploy a fine-tuned foundation model and integrate it with other AWS services such as Amazon API Gateway and AWS Lambda. Which AWS service is designed for deploying machine learning models as scalable endpoints?

   • AAmazon SageMaker AI endpoints
   • BAWS Lambda layers
   • CAWS CloudFormation templates
   • DAmazon S3 bucket policies
   Reveal Solution Discussion Select an answer first