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AIF-C01 Practice Questions

AWS Certified AI Practitioner Exam

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Total Questions : 401

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Our free AWS Certified AI Practitioner practice questions crafted to reflect the domains and difficulty of the actual exam. The detailed rationales explain the 'why' behind each answer, reinforcing key concepts about AIF-C01. Use this test to pinpoint which areas you need to focus your study on.

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Question # 91

A company wants to implement a single environment for both data and AI development. Developers across different teams must be able to access the environment and work together. The developers must be able to build and share models and generative AI applications securely in the environment.

Which AWS solution will meet these requirements?

Options:

A.  

Amazon Lex

B.  

Amazon SageMaker Unified Studio

C.  

Amazon Bedrock PartyRock

D.  

Amazon Q Developer

Discussion 0
Question # 92

A company is building a generative AI (GenAI) application. The company wants to implement mechanisms to monitor and direct AI system behavior.

Which responsible AI dimension is the company applying?

Options:

A.  

Fairness

B.  

Explainability

C.  

Controllability

D.  

Safety

Discussion 0
Question # 93

A company stores its AI datasets in Amazon S3 buckets. The company wants to share the S3 buckets with its business partners. The company needs to avoid accidentally sharing sensitive data.

Which AWS service should the company use to discover sensitive data in the dataset?

Options:

A.  

Amazon Kendra

B.  

Amazon Macie

C.  

Amazon Textract

D.  

AWS Data Exchange

Discussion 0
Question # 94

A company is comparing two foundation models (FMs) for a customer service AI assistant. The company wants to evaluate the FMs based on helpfulness, correctness, and tone. The company needs an evaluation technique that is automated, repeatable, and does not require human reviewers.

Which evaluation technique will meet these requirements?

Options:

A.  

String matching

B.  

Recall-Oriented Understudy for Gisting Evaluation (ROUGE)

C.  

LLM-as-a-judge

D.  

Retrieval Augmented Generation (RAG)

Discussion 0
Question # 95

A company is building an ML model to analyze archived data. The company must perform inference on large datasets that are multiple GBs in size. The company does not need to access the model predictions immediately.

Which Amazon SageMaker inference option will meet these requirements?

Options:

A.  

Batch transform

B.  

Real-time inference

C.  

Serverless inference

D.  

Asynchronous inference

Discussion 0
Question # 96

A retail company has deployed an ML model to predict whether customers will purchase a product. The dataset is highly imbalanced. Only 5% of customers make purchases. The model shows 95% accuracy. However, the company reports that the model rarely identifies actual buyers.

Which metric should the company use instead to evaluate the model’s performance?

Options:

A.  

Overall accuracy percentage

B.  

F1 score

C.  

Training time for each epoch

D.  

Cost for each inference request

Discussion 0
Question # 97

Which statement describes a generative AI use case for multimodal models?

Options:

A.  

Deploy multiple scalable and cost-effective versions of a model.

B.  

Process large amounts of data to train multiple models.

C.  

Write code in multiple programming languages.

D.  

Process different data types, such as images, audio, and videos.

Discussion 0
Question # 98

A company wants to implement a generative AI solution to improve its marketing operations. The company wants to increase its revenue in the next 6 months.

Which approach will meet these requirements?

Options:

A.  

Immediately start training a custom FM by using the company’s existing data.

B.  

Conduct stakeholder interviews to refine use cases and set measurable goals.

C.  

Implement a prebuilt AI assistant solution and measure its impact on customer satisfaction.

D.  

Analyze industry AI implementations and replicate the most successful features.

Discussion 0
Question # 99

A real estate company is developing an ML model to predict house prices by using sales and marketing data. The company wants to use feature engineering to build a model that makes accurate predictions.

Which approach will meet these requirements?

Options:

A.  

Understand patterns by providing data visualization.

B.  

Tune the model’s hyperparameters.

C.  

Create or select relevant features for model training.

D.  

Collect data from multiple sources.

Discussion 0
Question # 100

A company wants to improve the accuracy of the responses from a generative AI application. The application uses a foundation model (FM) on Amazon Bedrock.

Which solution meets these requirements MOST cost-effectively?

Options:

A.  

Fine-tune the FM.

B.  

Retrain the FM.

C.  

Train a new FM.

D.  

Use prompt engineering.

Discussion 0
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