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AIF-C01 β€” questions

Page 3 of 22 Β· 422 total questions.

Topic 1 Β· Question 41

A company is training a foundation model (FM). The company wants to increase the accuracy of the model up to a specific acceptance level. Which solution will meet these requirements?

  • ADecrease the batch size.
  • BIncrease the epochs. (correct answer)
  • CDecrease the epochs.
  • DIncrease the temperature parameter.
Reveal answer & explanation
Correct answer: B

The correct answer is B. Option B: Increase the epochs.

Topic 1 Β· Question 42

A company is building a large language model (LLM) question answering chatbot. The company wants to decrease the number of actions call center employees need to take to respond to customer questions. Which business objective should the company use to evaluate the effect of the LLM chatbot?

  • AWebsite engagement rate
  • BAverage call duration (correct answer)
  • CCorporate social responsibility
  • DRegulatory compliance
Reveal answer & explanation
Correct answer: B

The correct answer is B. Option B: Average call duration.

Topic 1 Β· Question 43

Which functionality does Amazon SageMaker Clarify provide?

  • AIntegrates a Retrieval Augmented Generation (RAG) workflow
  • BMonitors the quality of ML models in production
  • CDocuments critical details about ML models
  • DIdentifies potential bias during data preparation (correct answer)
Reveal answer & explanation
Correct answer: D

The correct answer is D. Option D: Identifies potential bias during data preparation.

Topic 1 Β· Question 44

A company is developing a new model to predict the prices of specific items. The model performed well on the training dataset. When the company deployed the model to production, the model's performance decreased significantly. What should the company do to mitigate this problem?

  • AReduce the volume of data that is used in training.
  • BAdd hyperparameters to the model.
  • CIncrease the volume of data that is used in training. (correct answer)
  • DIncrease the model training time.
Reveal answer & explanation
Correct answer: C

The correct answer is C. Option C: Increase the volume of data that is used in training.

Topic 1 Β· Question 45 Β· Select all that apply

An ecommerce company wants to build a solution to determine customer sentiments based on written customer reviews of products. Which AWS services meet these requirements? (Choose two.)

  • AAmazon Lex
  • BAmazon Comprehend (correct answer)
  • CAmazon Polly
  • DAmazon Bedrock (correct answer)
  • EAmazon Rekognition
Reveal answer & explanation
Correct answer: B, D

The correct answer is B, D. Option B: Amazon Comprehend Option D: Amazon Bedrock

Explanation

Amazon Comprehend extracts insights and entities from text using NLP. Amazon Bedrock provides access to foundation models through a managed API.

Topic 1 Β· Question 46

A company wants to use large language models (LLMs) with Amazon Bedrock to develop a chat interface for the company's product manuals. The manuals are stored as PDF files. Which solution meets these requirements MOST cost-effectively?

  • AUse prompt engineering to add one PDF file as context to the user prompt when the prompt is submitted to Amazon Bedrock.
  • BUse prompt engineering to add all the PDF files as context to the user prompt when the prompt is submitted to Amazon Bedrock.
  • CUse all the PDF documents to fine-tune a model with Amazon Bedrock. Use the fine-tuned model to process user prompts.
  • DUpload PDF documents to an Amazon Bedrock knowledge base. Use the knowledge base to provide context when users submit prompts to Amazon Bedrock. (correct answer)
Reveal answer & explanation
Correct answer: D

The correct answer is D. Option D: Upload PDF documents to an Amazon Bedrock knowledge base. Use the knowledge base to provide context when users submit prompts to Amazon Bedrock.

Explanation

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

Topic 1 Β· Question 47

A social media company wants to use a large language model (LLM) for content moderation. The company wants to evaluate the LLM outputs for bias and potential discrimination against specific groups or individuals. Which data source should the company use to evaluate the LLM outputs with the LEAST administrative effort?

  • AUser-generated content
  • BModeration logs
  • CContent moderation guidelines
  • DBenchmark datasets (correct answer)
Reveal answer & explanation
Correct answer: D

The correct answer is D. Option D: Benchmark datasets.

Topic 1 Β· Question 48

A company wants to use a pre-trained generative AI model to generate content for its marketing campaigns. The company needs to ensure that the generated content aligns with the company's brand voice and messaging requirements. Which solution meets these requirements?

  • AOptimize the model's architecture and hyperparameters to improve the model's overall performance.
  • BIncrease the model's complexity by adding more layers to the model's architecture.
  • CCreate effective prompts that provide clear instructions and context to guide the model's generation. (correct answer)
  • DSelect a large, diverse dataset to pre-train a new generative model.
Reveal answer & explanation
Correct answer: C

The correct answer is C. Option C: Create effective prompts that provide clear instructions and context to guide the model's generation.

Topic 1 Β· Question 49 Β· Select all that apply

A loan company is building a generative AI-based solution to offer new applicants discounts based on specific business criteria. The company wants to build and use an AI model responsibly to minimize bias that could negatively affect some customers. Which actions should the company take to meet these requirements? (Choose two.)

  • ADetect imbalances or disparities in the data. (correct answer)
  • BEnsure that the model runs frequently.
  • CEvaluate the model's behavior so that the company can provide transparency to stakeholders. (correct answer)
  • DUse the Recall-Oriented Understudy for Gisting Evaluation (ROUGE) technique to ensure that the model is 100% accurate.
  • EEnsure that the model's inference time is within the accepted limits.
Reveal answer & explanation
Correct answer: A, C

The correct answer is A, C. Option A: Detect imbalances or disparities in the data. Option C: Evaluate the model's behavior so that the company can provide transparency to stakeholders.

Topic 1 Β· Question 50

A company is using an Amazon Bedrock base model to summarize documents for an internal use case. The company trained a custom model to improve the summarization quality. Which action must the company take to use the custom model through Amazon Bedrock?

  • APurchase Provisioned Throughput for the custom model. (correct answer)
  • BDeploy the custom model in an Amazon SageMaker endpoint for real-time inference.
  • CRegister the model with the Amazon SageMaker Model Registry.
  • DGrant access to the custom model in Amazon Bedrock.
Reveal answer & explanation
Correct answer: A

The correct answer is A. Option A: Purchase Provisioned Throughput for the custom model.

Topic 1 Β· Question 51

A company needs to choose a model from Amazon Bedrock to use internally. The company must identify a model that generates responses in a style that the company's employees prefer. What should the company do to meet these requirements?

  • AEvaluate the models by using built-in prompt datasets.
  • BEvaluate the models by using a human workforce and custom prompt datasets. (correct answer)
  • CUse public model leaderboards to identify the model.
  • DUse the model InvocationLatency runtime metrics in Amazon CloudWatch when trying models.
Reveal answer & explanation
Correct answer: B

The correct answer is B. Option B: Evaluate the models by using a human workforce and custom prompt datasets.

Topic 1 Β· Question 52

A student at a university is copying content from generative AI to write essays. Which challenge of responsible generative AI does this scenario represent?

  • AToxicity
  • BHallucinations
  • CPlagiarism (correct answer)
  • DPrivacy
Reveal answer & explanation
Correct answer: C

The correct answer is C. Option C: Plagiarism.

Topic 1 Β· Question 53

A company needs to build its own large language model (LLM) based on only the company's private data. The company is concerned about the environmental effect of the training process. Which Amazon EC2 instance type has the LEAST environmental effect when training LLMs?

  • AAmazon EC2 C series
  • BAmazon EC2 G series
  • CAmazon EC2 P series
  • DAmazon EC2 Trn series (correct answer)
Reveal answer & explanation
Correct answer: D

The correct answer is D. Option D: Amazon EC2 Trn series

Explanation

Amazon EC2 provides resizable virtual servers when you need full control of the operating system.

Topic 1 Β· Question 54

A company wants to build an interactive application for children that generates new stories based on classic stories. The company wants to use Amazon Bedrock and needs to ensure that the results and topics are appropriate for children. Which AWS service or feature will meet these requirements?

  • AAmazon Rekognition
  • BAmazon Bedrock playgrounds
  • CGuardrails for Amazon Bedrock (correct answer)
  • DAgents for Amazon Bedrock
Reveal answer & explanation
Correct answer: C

The correct answer is C. Option C: Guardrails for Amazon Bedrock

Explanation

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

Topic 1 Β· Question 55

A company is building an application that needs to generate synthetic data that is based on existing data. Which type of model can the company use to meet this requirement?

  • AGenerative adversarial network (GAN) (correct answer)
  • BXGBoost
  • CResidual neural network
  • DWaveNet
Reveal answer & explanation
Correct answer: A

The correct answer is A. Option A: Generative adversarial network (GAN).

Topic 1 Β· Question 56

A digital devices company wants to predict customer demand for memory hardware. The company does not have coding experience or knowledge of ML algorithms and needs to develop a data-driven predictive model. The company needs to perform analysis on internal data and external data. Which solution will meet these requirements?

  • AStore the data in Amazon S3. Create ML models and demand forecast predictions by using Amazon SageMaker built-in algorithms that use the data from Amazon S3.
  • BImport the data into Amazon SageMaker Data Wrangler. Create ML models and demand forecast predictions by using SageMaker built-in algorithms.
  • CImport the data into Amazon SageMaker Data Wrangler. Build ML models and demand forecast predictions by using an Amazon Personalize Trending-Now recipe.
  • DImport the data into Amazon SageMaker Canvas. Build ML models and demand forecast predictions by selecting the values in the data from SageMaker Canvas. (correct answer)
Reveal answer & explanation
Correct answer: D

The correct answer is D. Option D: Import the data into Amazon SageMaker Canvas. Build ML models and demand forecast predictions by selecting the values in the data from SageMaker Canvas.

Explanation

Amazon SageMaker builds, trains and deploys machine learning models in a fully managed service. Amazon Forecast produces time-series forecasts using machine learning.

Topic 1 Β· Question 57

A company has installed a security camera. The company uses an ML model to evaluate the security camera footage for potential thefts. The company has discovered that the model disproportionately flags people who are members of a specific ethnic group. Which type of bias is affecting the model output?

  • AMeasurement bias
  • BSampling bias (correct answer)
  • CObserver bias
  • DConfirmation bias
Reveal answer & explanation
Correct answer: B

The correct answer is B. Option B: Sampling bias.

Topic 1 Β· Question 58

A company is building a customer service chatbot. The company wants the chatbot to improve its responses by learning from past interactions and online resources. Which AI learning strategy provides this self-improvement capability?

  • ASupervised learning with a manually curated dataset of good responses and bad responses
  • BReinforcement learning with rewards for positive customer feedback (correct answer)
  • CUnsupervised learning to find clusters of similar customer inquiries
  • DSupervised learning with a continuously updated FAQ database
Reveal answer & explanation
Correct answer: B

The correct answer is B. Option B: Reinforcement learning with rewards for positive customer feedback

Explanation

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

Topic 1 Β· Question 59

An AI practitioner has built a deep learning model to classify the types of materials in images. The AI practitioner now wants to measure the model performance. Which metric will help the AI practitioner evaluate the performance of the model?

  • AConfusion matrix (correct answer)
  • BCorrelation matrix
  • CR2 score
  • DMean squared error (MSE)
Reveal answer & explanation
Correct answer: A

The correct answer is A. Option A: Confusion matrix.

Topic 1 Β· Question 60

A company has built a chatbot that can respond to natural language questions with images. The company wants to ensure that the chatbot does not return inappropriate or unwanted images. Which solution will meet these requirements?

  • AImplement moderation APIs. (correct answer)
  • BRetrain the model with a general public dataset.
  • CPerform model validation.
  • DAutomate user feedback integration.
Reveal answer & explanation
Correct answer: A

The correct answer is A. Option A: Implement moderation APIs.

Showing questions 41–60 of 422 Β· Page 3 of 22