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AIF-C01 — questions

Page 21 of 22 · 422 total questions.

AIF-C01 Question 424

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Topic 1 · Question 424

A software development company wants to increase its speed to market delivery. The company needs a solution that helps developers generate real-time code and unit tests. Which AWS service meets these requirements?

  • AAmazon Personalize
  • BAmazon Q Developer (correct answer)
  • CAmazon Comprehend
  • DAmazon Kendra
Reveal answer & explanation
Correct answer: B

The correct answer is B. Option B: Amazon Q Developer This option meets the real-time / low-latency performance requirement.

AIF-C01 Question 425

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Topic 1 · Question 425

A company plans to use a dataset to train a new AI model. The company needs to determine whether a bias against a specific user group exists in the dataset before the company trains the model. Which solution will meet these requirement?

  • AUse Amazon SageMaker Clarify to compute pre-training bias metrics. (correct answer)
  • BUse Amazon SageMaker Model Cards to compute pre-training bias metrics.
  • CUse Amazon SageMaker Clarify to compute post-training bias metrics.
  • DUse Amazon SageMaker Model Cards to compute post-training bias metrics.
Reveal answer & explanation
Correct answer: A

The correct answer is A. Option A: Use Amazon SageMaker Clarify to compute pre-training bias metrics.

Explanation

Amazon SageMaker builds, trains and deploys machine learning models in a fully managed service.

AIF-C01 Question 426

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Topic 1 · Question 426

An AI practitioner wants to use Retrieval Augmented Generation (RAG) architecture. However, company leadership thinks RAG will make the architecture too complex. Which response will support the AI practitioner's recommendation to use RAG?

  • ARAG improves large language model (LLM) inference time.
  • BRAG improves model training speed.
  • CRAG decreases hallucinations. (correct answer)
  • DRAG decreases development controls.
Reveal answer & explanation
Correct answer: C

The correct answer is C. Option C: RAG decreases hallucinations.

AIF-C01 Question 427

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Topic 1 · Question 427

A company built a Retrieval Augmented Generation (RAG) based AI assistant by using Amazon Bedrock Agents. Sometimes the AI assistant gives incomplete or inaccurate answers. The company wants to improve and evaluate the AI assistant's performance. Which solution will meet these requirements?

  • AUse automated metrics such as Bilingual Evaluation Understudy (BLEU) scores to measure response similarity to reference answers.
  • BMonitor response latency and token generation speed to optimize performance.
  • CEvaluate only the final answer quality against ground truth responses.
  • DConfirm that the retrieved documents are relevant and that the final answers are accurate. (correct answer)
Reveal answer & explanation
Correct answer: D

The correct answer is D. Option D: Confirm that the retrieved documents are relevant and that the final answers are accurate.

AIF-C01 Question 428

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Topic 1 · Question 428

A company wants to develop an AI solution to automatically extract structured and unstructured data from scanned PDF documents and forms. Which AWS service will meet these requirements?

  • AAmazon Polly
  • BAmazon Lex
  • CAmazon Personalize
  • DAmazon Textract (correct answer)
Reveal answer & explanation
Correct answer: D

The correct answer is D. Option D: Amazon Textract

Explanation

Amazon Textract extracts text and data from scanned documents.

AIF-C01 Question 429

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Topic 1 · Question 429

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. (correct answer)
  • DKeep the AI decision-making process confidential to maintain a competitive advantage.
Reveal answer & explanation
Correct answer: C

The correct answer is C. Option C: Test the AI solution to ensure that it does not discriminate against any protected groups.

AIF-C01 Question 430

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Topic 1 · Question 430

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 (correct answer)
  • CModel Monitor
  • DModel Dashboard
Reveal answer & explanation
Correct answer: B

The correct answer is B. Option B: Model Cards

Explanation

Amazon RDS is a managed relational database that handles patching, backups and failover.

AIF-C01 Question 431

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Topic 1 · Question 431

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 (correct answer)
  • BAmazon SageMaker Model Cards
  • CAmazon SageMaker Model Monitor
  • DAWS Artifact
Reveal answer & explanation
Correct answer: A

The correct answer is A. Option A: AWS Audit Manager.

AIF-C01 Question 432

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Topic 1 · Question 432

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. (correct answer)
  • 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.
Reveal answer & explanation
Correct answer: A

The correct answer is A. Option A: Select the smallest model that meets the performance requirements for each specific use case. This option delivers the requirement at the lowest cost.

AIF-C01 Question 433

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Topic 1 · Question 433

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 (correct answer)
  • CAmazon Bedrock model catalog
  • DAmazon SageMaker Canvas
Reveal answer & explanation
Correct answer: B

The correct answer is B. Option B: Amazon SageMaker JumpStart

Explanation

Amazon SageMaker builds, trains and deploys machine learning models in a fully managed service.

AIF-C01 Question 434

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Topic 1 · Question 434 · Select all that apply

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 (correct answer)
  • CExplainability (correct answer)
  • DSecrecy
  • EUnderfitting
Reveal answer & explanation
Correct answer: B, C

The correct answer is B, C. Option B: Fairness Option C: Explainability.

AIF-C01 Question 435

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Topic 1 · Question 435 · Select all that apply

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 (correct answer)
  • CBilingual Evaluation Understudy (BLEU) score
  • DAccuracy
  • ERecall-Oriented Understudy for Gisting Evaluation (ROUGE) (correct answer)
Reveal answer & explanation
Correct answer: B, E

The correct answer is B, E. Option B: BERTScore Option E: Recall-Oriented Understudy for Gisting Evaluation (ROUGE).

AIF-C01 Question 436

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Topic 1 · Question 436

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 (correct answer)
Reveal answer & explanation
Correct answer: D

The correct answer is D. Option D: Amazon SageMaker Model Cards

Explanation

Amazon RDS is a managed relational database that handles patching, backups and failover. Amazon SageMaker builds, trains and deploys machine learning models in a fully managed service.

AIF-C01 Question 437

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Topic 1 · Question 437

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. (correct answer)
Reveal answer & explanation
Correct answer: D

The correct answer is D. Option D: Establish data lifecycle policies, access controls, logging, and monitoring.

AIF-C01 Question 440

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Topic 1 · Question 440

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 (correct answer)
  • CData observability
  • DData logging
Reveal answer & explanation
Correct answer: B

The correct answer is B. Option B: Data lifecycle management.

AIF-C01 Question 441

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Topic 1 · Question 441 · Select all that apply

A company is building an agentic AI application by using Model Context Protocol (MCP) servers with Amazon Q Developer CLI. The company wants to follow MCP security practices. Which solutions will meet these requirements? (Choose two.)

  • AKeep MCP servers and the Amazon Q Developer CLI updated. (correct answer)
  • BMonitor MCP logs for normal successful activity.
  • CUse plain text files to store sensitive configurations.
  • DAutomatically approve all tools that are provided by MCP servers.
  • EInstall servers only from trusted sources. (correct answer)
Reveal answer & explanation
Correct answer: A, E

The correct answer is A, E. Option A: Keep MCP servers and the Amazon Q Developer CLI updated. Option E: Install servers only from trusted sources.

AIF-C01 Question 442

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Topic 1 · Question 442

A company is using a generative AI (GenAI) system to generate medical summaries from patient records. The system sometimes produces inaccurate information that appears credible. Which strategy will mitigate the issue?

  • AImplement strict input validation and output formatting rules.
  • BImplement Retrieval Augmented Generation (RAG) to ground responses. (correct answer)
  • CUse smaller, more transparent models for medical applications.
  • DIncrease computational resources and model size.
Reveal answer & explanation
Correct answer: B

The correct answer is B. Option B: Implement Retrieval Augmented Generation (RAG) to ground responses.

AIF-C01 Question 443

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Topic 1 · Question 443

A company wants to call a single Amazon Bedrock endpoint and needs Amazon Bedrock to pick the most suitable foundation model (FM) for each request. The company does not want to hardcode a model. Which Amazon Bedrock feature or resource will meet these requirements?

  • AAmazon Bedrock Guardrails
  • BAmazon Bedrock Knowledge Bases
  • CAmazon Bedrock prompt router (correct answer)
  • DAmazon Bedrock agent memory
Reveal answer & explanation
Correct answer: C

The correct answer is C. Option C: Amazon Bedrock prompt router

Explanation

Amazon Bedrock provides access to foundation models through a managed API.

AIF-C01 Question 444

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Topic 1 · Question 444 · Select all that apply

A global logistics company is using generative AI (GenAI) models on Amazon Bedrock to automate paperwork and shipment documentation. The company wants to set up a clear AI governance process to make sure the models are used responsibly and meet company policies. Which solutions will meet these requirements? (Choose two.)

  • ASet up a regular review process to check that the models' results are accurate and fair and follow company policies. (correct answer)
  • BProvide training for all employees who work with AI tools so the employees understand company rules, data handling, and responsible AI use. (correct answer)
  • CLet the cloud provider manage all AI safety checks and reviews to save internal effort.
  • DInvolve only developers in governance reviews because the developers build and deploy the AI systems.
  • EReview the models only when users report problems or errors in the system.
Reveal answer & explanation
Correct answer: A, B

The correct answer is A, B. Option A: Set up a regular review process to check that the models' results are accurate and fair and follow company policies. Option B: Provide training for all employees who work with AI tools so the employees understand company rules, data handling, and responsible AI use.

AIF-C01 Question 445

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Topic 1 · Question 445

A company is using Retrieval Augmented Generation (RAG) in its generative AI (GenAI) application. The company wants to use Amazon Bedrock Knowledge Bases evaluations to measure how well responses avoid hallucination based on the retrieved texts. Which metric meets these requirements?

  • ARefusal
  • BHarmfulness
  • CStereotyping
  • DFaithfulness (correct answer)
Reveal answer & explanation
Correct answer: D

The correct answer is D. Option D: Faithfulness.

Showing questions 401–420 of 422 · Page 21 of 22