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AIF-C01 — questions

Page 13 of 22 · 422 total questions.

Topic 1 · Question 248

A financial company wants to build workflows for human review of ML predictions. The company wants to define confidence thresholds for its use case and adjust the thresholds over time. Which AWS service meets these requirements?

  • AAmazon Personalize
  • BAmazon Augmented AI (Amazon A2I) (correct answer)
  • CAmazon Inspector
  • DAWS Audit Manager
Reveal answer & explanation
Correct answer: B

The correct answer is B. Option B: Amazon Augmented AI (Amazon A2I).

Topic 1 · Question 249

A company wants to develop an AI assistant for employees to query internal data. Which AWS service will meet this requirement?

  • AAmazon Rekognition
  • BAmazon Textract
  • CAmazon Lex
  • DAmazon Q Business (correct answer)
Reveal answer & explanation
Correct answer: D

The correct answer is D. Option D: Amazon Q Business.

Topic 1 · Question 250

A company wants to build and deploy ML models on AWS without writing any code. Which AWS service or feature meets these requirements?

  • AAmazon SageMaker Canvas (correct answer)
  • BAmazon Rekognition
  • CAWS DeepRacer
  • DAmazon Comprehend
Reveal answer & explanation
Correct answer: A

The correct answer is A. Option A: Amazon SageMaker Canvas

Explanation

Amazon SageMaker builds, trains and deploys machine learning models in a fully managed service. This option needs the least custom development effort.

Topic 1 · Question 251

A design company is using a foundation model (FM) on Amazon Bedrock to generate images for various projects. The company wants to have control over how detailed or abstract each generated image appears Which model parameter should the company modify?

  • AModel checkpoint
  • BBatch size
  • CGeneration step (correct answer)
  • DToken length
Reveal answer & explanation
Correct answer: C

The correct answer is C. Option C: Generation step.

Topic 1 · Question 252

A financial company has offices in different countries worldwide. The company requires that all API calls between generative AI applications and foundation models (FM) must not travel across the public internet. Which AWS service should the company use?

  • AAWS PrivateLink (correct answer)
  • BAmazon Q
  • CAmazon CloudFront
  • DAWS CloudTrail
Reveal answer & explanation
Correct answer: A

The correct answer is A. Option A: AWS PrivateLink

Explanation

AWS PrivateLink exposes services privately inside the VPC without internet exposure.

Topic 1 · Question 253

An ecommerce company is deploying a chatbot. The chatbot will give users the ability to ask questions about the company’s products and receive details on users’ orders. The company must implement safeguards for the chatbot to filter harmful content from the input prompts and chatbot responses. Which AWS feature or resource meets these requirements?

  • AAmazon Bedrock Guardrails (correct answer)
  • BAmazon Bedrock Agents
  • CAmazon Bedrock inference APIs
  • DAmazon Bedrock custom models
Reveal answer & explanation
Correct answer: A

The correct answer is A. Option A: Amazon Bedrock Guardrails

Explanation

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

Topic 1 · Question 254

A company wants to learn about generative AI applications in an experimental environment. Which solution will meet this requirement MOST cost-effectively?

  • AAmazon Q Developer
  • BAmazon SageMaker JumpStart
  • CAmazon Bedrock PartyRock (correct answer)
  • DAmazon Q Business
Reveal answer & explanation
Correct answer: C

The correct answer is C. Option C: Amazon Bedrock PartyRock

Explanation

Amazon Bedrock provides access to foundation models through a managed API. This option delivers the requirement at the lowest cost.

Topic 1 · Question 255

A company needs to collect a large dataset to train an AI assistant in a specific content area. Which dataset will meet this requirement?

  • ADiverse conversations that use relevant terminology (correct answer)
  • BTime series data of general purpose historical sales
  • CSentiment analysis of news articles
  • DUnique product IDs and corresponding user IDs
Reveal answer & explanation
Correct answer: A

The correct answer is A. Option A: Diverse conversations that use relevant terminology.

Topic 1 · Question 256

A financial company is developing a generative AI application for loan approval decisions. The company needs the application output to be responsible and fair. Which solution meets these requirements?

  • AReview the training data to check for biases. Include data from all demographics in the training data. (correct answer)
  • BUse a deep learning model with many hidden layers.
  • CKeep the model’s decision-making process a secret to protect proprietary algorithms.
  • DContinuously monitor the model’s performance on a static test dataset
Reveal answer & explanation
Correct answer: A

The correct answer is A. Option A: Review the training data to check for biases. Include data from all demographics in the training data.

Topic 1 · Question 258

An AI practitioner who has minimal ML knowledge wants to predict employee attrition without writing code. Which Amazon SageMaker feature meets this requirement?

  • ASageMaker Canvas (correct answer)
  • BSageMaker Clarify
  • CSageMaker Model Monitor
  • DSageMaker Data Wrangler
Reveal answer & explanation
Correct answer: A

The correct answer is A. Option A: SageMaker Canvas

Explanation

Amazon SageMaker builds, trains and deploys machine learning models in a fully managed service. This option needs the least custom development effort.

Topic 1 · Question 259

A company is using AI to improve its services. The company needs to ensure that the AI system is fair and explainable. The company wants to require training for members of the AI system development team. Which training will meet these requirements?

  • ATraining on advanced coding skills
  • BTraining on data privacy and encryption protocols
  • CTraining on bias awareness and responsible AI (correct answer)
  • DTraining on advanced ML algorithms
Reveal answer & explanation
Correct answer: C

The correct answer is C. Option C: Training on bias awareness and responsible AI.

Topic 1 · Question 260

A company has an ML model. The company wants to know how the model makes predictions. Which term refers to understanding model predictions?

  • AModel interpretability (correct answer)
  • BModel training
  • CModel interoperability
  • DModel performance
Reveal answer & explanation
Correct answer: A

The correct answer is A. Option A: Model interpretability.

Topic 1 · Question 261

A company wants to identify groups for its customers based on the customers’ demographics and buying patterns. Which algorithm should the company use to meet this requirement?

  • AK-nearest neighbors (k-NN)
  • BK-means (correct answer)
  • CDecision tree
  • DSupport vector machine
Reveal answer & explanation
Correct answer: B

The correct answer is B. Option B: K-means.

Topic 1 · Question 262

A company is working on a large language model (LLM) and noticed that the LLM’s outputs are not as diverse as expected. Which parameter should the company adjust?

  • ATemperature (correct answer)
  • BBatch size
  • CLearning rate
  • DOptimizer type
Reveal answer & explanation
Correct answer: A

The correct answer is A. Option A: Temperature.

Topic 1 · Question 263

A company is using an Amazon Nova Canvas model to generate images. The model generates images successfully. The company needs to prevent the model from including specific items in the generated images. Which solution will meet this requirement?

  • AUse a higher temperature value.
  • BUse a more detailed prompt.
  • CUse a negative prompt. (correct answer)
  • DUse another foundation model (FM).
Reveal answer & explanation
Correct answer: C

The correct answer is C. Option C: Use a negative prompt.

Topic 1 · Question 265

A company wants to label training datasets by using human feedback to fine-tune a foundation model (FM). The company does not want to develop labeling applications or manage a labeling workforce. Which AWS service or feature meets these requirements?

  • AAmazon SageMaker Data Wrangler
  • BAmazon SageMaker Ground Truth Plus (correct answer)
  • CAmazon Transcribe
  • DAmazon Macie
Reveal answer & explanation
Correct answer: B

The correct answer is B. Option B: Amazon SageMaker Ground Truth Plus

Explanation

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

Topic 1 · Question 266

An online media streaming company wants to give its customers the ability to perform natural language-based image search and filtering. The company needs a vector database that can help with similarity searches and nearest neighbor queries. Which AWS service meets these requirements?

  • AAmazon Comprehend
  • BAmazon Personalize
  • CAmazon Polly
  • DAmazon OpenSearch Service (correct answer)
Reveal answer & explanation
Correct answer: D

The correct answer is D. Option D: Amazon OpenSearch Service

Explanation

Amazon OpenSearch Service provides managed search and log analytics. This option meets the real-time / low-latency performance requirement.

Topic 1 · Question 268

A company is building a generative AI tool. The company will use internal documents to customize a foundation model (FM). Which approach will meet this requirement?

  • AClassification
  • BContinued pre-training (correct answer)
  • CDistillation
  • DRegression
Reveal answer & explanation
Correct answer: B

The correct answer is B. Option B: Continued pre-training.

Topic 1 · Question 269

A company is monitoring a predictive model by using Amazon SageMaker Model Monitor. The company notices data drift beyond a defined threshold. The company wants to mitigate a potentially adverse impact on the predictive model. Which solution will meet these requirements?

  • ARestart the SageMaker AI endpoint.
  • BAdjust the monitoring sensitivity.
  • CRe-train the model with fresh data. (correct answer)
  • DSet up experiments tracking.
Reveal answer & explanation
Correct answer: C

The correct answer is C. Option C: Re-train the model with fresh data.

Topic 1 · Question 270

A financial company uses a generative AI model to assign credit limits to new customers. The company wants to make the decision-making process of the model more transparent to its customers. Which solution meets these requirements?

  • AUse a rule-based system instead of an ML model.
  • BApply explainable AI techniques to show customers which factors influenced the model’s decision. (correct answer)
  • CDevelop an interactive UI for customers and provide clear technical explanations about the system.
  • DIncrease the accuracy of the model to reduce the need for transparency.
Reveal answer & explanation
Correct answer: B

The correct answer is B. Option B: Apply explainable AI techniques to show customers which factors influenced the model’s decision.

Showing questions 241260 of 422 · Page 13 of 22