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AIF-C01 β€” questions

Page 7 of 22 Β· 422 total questions.

Topic 1 Β· Question 121

A manufacturing company uses AI to inspect products and find any damages or defects. Which type of AI application is the company using?

  • ARecommendation system
  • BNatural language processing (NLP)
  • CComputer vision (correct answer)
  • DImage processing
Reveal answer & explanation
Correct answer: C

The correct answer is C. Option C: Computer vision.

Topic 1 Β· Question 122

A company wants to create an ML model to predict customer satisfaction. The company needs fully automated model tuning. Which AWS service meets these requirements?

  • AAmazon Personalize
  • BAmazon SageMaker (correct answer)
  • CAmazon Athena
  • DAmazon Comprehend
Reveal answer & explanation
Correct answer: B

The correct answer is B. Option B: Amazon SageMaker

Explanation

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

Topic 1 Β· Question 123

Which technique can a company use to lower bias and toxicity in generative AI applications during the post-processing ML lifecycle?

  • AHuman-in-the-loop (correct answer)
  • BData augmentation
  • CFeature engineering
  • DAdversarial training
Reveal answer & explanation
Correct answer: A

The correct answer is A. Option A: Human-in-the-loop.

Topic 1 Β· Question 124

A bank has fine-tuned a large language model (LLM) to expedite the loan approval process. During an external audit of the model, the company discovered that the model was approving loans at a faster pace for a specific demographic than for other demographics. How should the bank fix this issue MOST cost-effectively?

  • AInclude more diverse training data. Fine-tune the model again by using the new data. (correct answer)
  • BUse Retrieval Augmented Generation (RAG) with the fine-tuned model.
  • CUse AWS Trusted Advisor checks to eliminate bias.
  • DPre-train a new LLM with more diverse training data.
Reveal answer & explanation
Correct answer: A

The correct answer is A. Option A: Include more diverse training data. Fine-tune the model again by using the new data. This option delivers the requirement at the lowest cost.

Topic 1 Β· Question 125

HOTSPOT - A company has developed a large language model (LLM) and wants to make the LLM available to multiple internal teams. The company needs to select the appropriate inference mode for each team. Select the correct inference mode from the following list for each use case. Each inference mode should be selected one or more times.

Exhibit 1 for question 125Exhibit 2 for question 125
    Reveal answer & explanation
    Correct answer: A

    Refer to the exhibit image(s). The correct answer is A.

    Topic 1 Β· Question 126 Β· Select all that apply

    A company needs to log all requests made to its Amazon Bedrock API. The company must retain the logs securely for 5 years at the lowest possible cost. Which combination of AWS service and storage class meets these requirements? (Choose two.)

    • AAWS CloudTrail (correct answer)
    • BAmazon CloudWatch
    • CAWS Audit Manager
    • DAmazon S3 Intelligent-Tiering (correct answer)
    • EAmazon S3 Standard
    Reveal answer & explanation
    Correct answer: A, D

    The correct answer is A, D. Option A: AWS CloudTrail Option D: Amazon S3 Intelligent-Tiering

    Explanation

    S3 Intelligent-Tiering automatically moves objects between tiers to optimize cost with no operational effort. Amazon S3 provides durable, scalable object storage that is fully managed. AWS CloudTrail records API activity for auditing and governance.

    Topic 1 Β· Question 127

    An ecommerce company wants to improve search engine recommendations by customizing the results for each user of the company’s ecommerce platform. Which AWS service meets these requirements?

    • AAmazon Personalize (correct answer)
    • BAmazon Kendra
    • CAmazon Rekognition
    • DAmazon Transcribe
    Reveal answer & explanation
    Correct answer: A

    The correct answer is A. Option A: Amazon Personalize

    Explanation

    Amazon Personalize builds real-time recommendation systems.

    Topic 1 Β· Question 128

    A hospital is developing an AI system to assist doctors in diagnosing diseases based on patient records and medical images. To comply with regulations, the sensitive patient data must not leave the country the data is located in. Which data governance strategy will ensure compliance and protect patient privacy?

    • AData residency (correct answer)
    • BData quality
    • CData discoverability
    • DData enrichment
    Reveal answer & explanation
    Correct answer: A

    The correct answer is A. Option A: Data residency.

    Topic 1 Β· Question 129

    A company needs to monitor the performance of its ML systems by using a highly scalable AWS service. Which AWS service meets these requirements?

    • AAmazon CloudWatch (correct answer)
    • BAWS CloudTrail
    • CAWS Trusted Advisor
    • DAWS Config
    Reveal answer & explanation
    Correct answer: A

    The correct answer is A. Option A: Amazon CloudWatch

    Explanation

    Amazon CloudWatch collects metrics, logs and alarms to monitor and react to operational health.

    Topic 1 Β· Question 130

    An AI practitioner is developing a prompt for an Amazon Titan model. The model is hosted on Amazon Bedrock. The AI practitioner is using the model to solve numerical reasoning challenges. The AI practitioner adds the following phrase to the end of the prompt: β€œAsk the model to show its work by explaining its reasoning step by step.” Which prompt engineering technique is the AI practitioner using?

    • AChain-of-thought prompting (correct answer)
    • BPrompt injection
    • CFew-shot prompting
    • DPrompt templating
    Reveal answer & explanation
    Correct answer: A

    The correct answer is A. Option A: Chain-of-thought prompting.

    Topic 1 Β· Question 131

    Which AWS service makes foundation models (FMs) available to help users build and scale generative AI applications?

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

    The correct answer is B. Option B: Amazon Bedrock

    Explanation

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

    Topic 1 Β· Question 132

    A company is building a mobile app for users who have a visual impairment. The app must be able to hear what users say and provide voice responses. Which solution will meet these requirements?

    • AUse a deep learning neural network to perform speech recognition. (correct answer)
    • BBuild ML models to search for patterns in numeric data.
    • CUse generative AI summarization to generate human-like text.
    • DBuild custom models for image classification and recognition.
    Reveal answer & explanation
    Correct answer: A

    The correct answer is A. Option A: Use a deep learning neural network to perform speech recognition.

    Topic 1 Β· Question 133

    A company wants to enhance response quality for a large language model (LLM) for complex problem-solving tasks. The tasks require detailed reasoning and a step-by-step explanation process. Which prompt engineering technique meets these requirements?

    • AFew-shot prompting
    • BZero-shot prompting
    • CDirectional stimulus prompting
    • DChain-of-thought prompting (correct answer)
    Reveal answer & explanation
    Correct answer: D

    The correct answer is D. Option D: Chain-of-thought prompting.

    Topic 1 Β· Question 134

    A company wants to keep its foundation model (FM) relevant by using the most recent data. The company wants to implement a model training strategy that includes regular updates to the FM. Which solution meets these requirements?

    • ABatch learning
    • BContinuous pre-training (correct answer)
    • CStatic training
    • DLatent training
    Reveal answer & explanation
    Correct answer: B

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

    Topic 1 Β· Question 135

    HOTSPOT - A company wants to develop ML applications to improve business operations and efficiency. Select the correct ML paradigm from the following list for each use case. Each ML paradigm should be selected one or more times.

    Exhibit 1 for question 135Exhibit 2 for question 135
      Reveal answer & explanation
      Correct answer: A

      Refer to the exhibit image(s). The correct answer is A.

      Topic 1 Β· Question 136

      Which option is a characteristic of AI governance frameworks for building trust and deploying human-centered AI technologies?

      • AExpanding initiatives across business units to create long-term business value
      • BEnsuring alignment with business standards, revenue goals, and stakeholder expectations
      • COvercoming challenges to drive business transformation and growth
      • DDeveloping policies and guidelines for data, transparency, responsible AI, and compliance (correct answer)
      Reveal answer & explanation
      Correct answer: D

      The correct answer is D. Option D: Developing policies and guidelines for data, transparency, responsible AI, and compliance.

      Topic 1 Β· Question 137

      An ecommerce company is using a generative AI chatbot to respond to customer inquiries. The company wants to measure the financial effect of the chatbot on the company’s operations. Which metric should the company use?

      • ANumber of customer inquiries handled
      • BCost of training AI models
      • CCost for each customer conversation (correct answer)
      • DAverage handled time (AHT)
      Reveal answer & explanation
      Correct answer: C

      The correct answer is C. Option C: Cost for each customer conversation.

      Topic 1 Β· Question 138

      A company wants to find 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 Β· Question 139

      A company’s large language model (LLM) is experiencing hallucinations. How can the company decrease hallucinations?

      • ASet up Agents for Amazon Bedrock to supervise the model training.
      • BUse data pre-processing and remove any data that causes hallucinations.
      • CDecrease the temperature inference parameter for the model. (correct answer)
      • DUse a foundation model (FM) that is trained to not hallucinate.
      Reveal answer & explanation
      Correct answer: C

      The correct answer is C. Option C: Decrease the temperature inference parameter for the model.

      Topic 1 Β· Question 140

      A company is using a large language model (LLM) on Amazon Bedrock to build a chatbot. The chatbot processes customer support requests. To resolve a request, the customer and the chatbot must interact a few times. Which solution gives the LLM the ability to use content from previous customer messages?

      • ATurn on model invocation logging to collect messages.
      • BAdd messages to the model prompt. (correct answer)
      • CUse Amazon Personalize to save conversation history.
      • DUse Provisioned Throughput for the LLM.
      Reveal answer & explanation
      Correct answer: B

      The correct answer is B. Option B: Add messages to the model prompt.

      Showing questions 121–140 of 422 Β· Page 7 of 22