AIF-C01 practice questions 401–410

1. Question 401 · 417 in bank

   A company is developing an AI solution to help make hiring decisions. Which strategy complies with AWS guidance for responsible AI?

   • AUse the AI solution to make final hiring decisions without human review.
   • BTrain the AI solution exclusively on data from previous successful hires.
   • CTest the AI solution to ensure that it does not discriminate against any protected groups.
   • DKeep the AI decision-making process confidential to maintain a competitive advantage.

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   Answer: C

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2. Question 402 · 417 in bank

   An AI practitioner is developing a recommendation system. The AI practitioner wants to document a business problem, data assumptions, training considerations, and usage risks. The company must follow guidelines for transparency and governance. Which Amazon SageMaker AI feature will meet these requirements?

   • AModel Registry
   • BModel Cards
   • CModel Monitor
   • DModel Dashboard

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   Answer: B

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3. Question 403 · 417 in bank

   A company that runs AI workloads on Amazon Bedrock needs to evaluate and document compliance with regulatory standards. Which AWS service or feature meets these requirements?

   • AAWS Audit Manager
   • BAmazon SageMaker Model Cards
   • CAmazon SageMaker Model Monitor
   • DAWS Artifact

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   Answer: A

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4. Question 404 · 417 in bank

   A company wants to use foundation models (FMs) for multiple use cases, including content summarization, code generation, and customer service AI assistants. Which solution will implement FMs MOST cost-effectively?

   • ASelect the smallest model that meets the performance requirements for each specific use case.
   • BUse the largest and most capable model available for all tasks to ensure quality.
   • CBuild and train a custom FM for each individual use case.
   • DUse batch processing for all inference requests to reduce the costs and latency for each request.

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   Answer: A

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5. Question 405 · 417 in bank

   An AI practitioner wants to quickly deploy and fine-tune foundation models (FMs) for generative AI (GenAI) tasks. The AI practitioner needs access to pre-trained models, solution templates, and example notebooks that can accelerate the development process. Which AWS feature or resource meets these requirements?

   • AAmazon SageMaker Studio
   • BAmazon SageMaker JumpStart
   • CAmazon Bedrock model catalog
   • DAmazon SageMaker Canvas

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   Answer: B

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6. Question 406 · 417 in bank

   Select 2

   A human resources company is building an AI/ML solution to screen resumes and select relevant applicants for various job roles. Which AI methodologies will help ensure impartial treatment for all demographic groups? (Choose two.)

   • AModularity
   • BFairness
   • CExplainability
   • DSecrecy
   • EUnderfitting

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   Answer: BC

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7. Question 407 · 417 in bank

   Select 2

   A company needs to evaluate AI-generated summaries against reference text. The company must measure semantic similarity and coverage of key information. Which metrics meet these requirements? (Choose two.)

   • AF1 score
   • BBERTScore
   • CBilingual Evaluation Understudy (BLEU) score
   • DAccuracy
   • ERecall-Oriented Understudy for Gisting Evaluation (ROUGE)

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   Answer: BE

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8. Question 408 · 417 in bank

   A company needs to document an ML model's purpose, owners, and limitations. Which AWS service or feature provides this capability?

   • AAmazon Bedrock
   • BAWS AI Service Cards
   • CAWS Prescriptive Guidance
   • DAmazon SageMaker Model Cards

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   Answer: D

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9. Question 409 · 417 in bank

   A company is training a foundation model (FM). The company wants the FM training data to be well managed, secure, and compliant throughout the data lifecycle. The data must follow governance practices. Which option is an AWS data governance strategy for managing data across the data lifecycle?

   • AAllow unrestricted access to all data for every employee.
   • BStore data indefinitely without classification or retention policies.
   • CRely solely on manual reviews for data quality and compliance.
   • DEstablish data lifecycle policies, access controls, logging, and monitoring.

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   Answer: D

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10. Question 410 · 417 in bank

    A company wants to establish a data governance framework for its AI system. The framework must give the company the ability to monitor when data is generated, updated, and scheduled for deletion. Which data governance component meets these requirements?

    • AData residency
    • BData lifecycle management
    • CData observability
    • DData logging

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    Answer: B

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AIF-C01 practice, question 401. 417 questions available.