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AIF-C01 Practice Questions

AWS Certified AI Practitioner Exam

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Total Questions : 401

Dive into our fully updated and stable AIF-C01 practice test platform, featuring all the latest AWS Certified AI Practitioner exam questions added this week. Our preparation tool is more than just a Amazon Web Services study aid; it's a strategic advantage.

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 # 51

A company deployed a model to production. After 4 months, the model inference quality degraded. The company wants to receive a notification if the model inference quality degrades. The company also wants to ensure that the problem does not happen again.

Which solution will meet these requirements?

Options:

A.  

Retrain the model. Monitor model drift by using Amazon SageMaker Clarify.

B.  

Retrain the model. Monitor model drift by using Amazon SageMaker Model Monitor.

C.  

Build a new model. Monitor model drift by using Amazon SageMaker Feature Store.

D.  

Build a new model. Monitor model drift by using Amazon SageMaker JumpStart.

Discussion 0
Question # 52

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 threshold over time.

Which AWS service meets these requirements?

Options:

A.  

Amazon Personalize

B.  

Amazon Augmented AI (Amazon A2I)

C.  

Amazon Inspector

D.  

AWS Audit Manager

Discussion 0
Question # 53

Which AWS service helps select foundation models (FMs) for generative AI use cases?

Options:

A.  

Amazon Personalize

B.  

Amazon Bedrock

C.  

Amazon Q Developer

D.  

Amazon Rekognition

Discussion 0
Question # 54

A company stores customer personally identifiable information (PII) data. The company must store the PII data within the company’s AWS Region.

Which aspect of governance does this describe?

Options:

A.  

Data mining

B.  

Data residency

C.  

Pre-training bias

D.  

Geolocation routing

Discussion 0
Question # 55

An education provider is building a question and answer application that uses a generative AI model to explain complex concepts. The education provider wants to automatically change the style of the model response depending on who is asking the question. The education provider will give the model the age range of the user who has asked the question.

Which solution meets these requirements with the LEAST implementation effort?

Options:

A.  

Fine-tune the model by using additional training data that is representative of the various age ranges that the application will support.

B.  

Add a role description to the prompt context that instructs the model of the age range that the response should target.

C.  

Use chain-of-thought reasoning to deduce the correct style and complexity for a response suitable for that user.

D.  

Summarize the response text depending on the age of the user so that younger users receive shorter responses.

Discussion 0
Question # 56

A food service company wants to develop an ML model to help decrease daily food waste and increase sales revenue. The company needs to continuously improve the model ' s accuracy.

Which solution meets these requirements?

Options:

A.  

Use Amazon SageMaker AI and iterate with the most recent data.

B.  

Use Amazon Personalize and iterate with historical data.

C.  

Use Amazon CloudWatch to analyze customer orders.

D.  

Use Amazon Rekognition to optimize the model.

Discussion 0
Question # 57

An ML research team develops custom ML models. The model artifacts are shared with other teams for integration into products and services. The ML team retains the model training code and data. The ML team wants to builk a mechanism that the ML team can use to audit models.

Which solution should the ML team use when publishing the custom ML models?

Options:

A.  

Create documents with the relevant information. Store the documents in Amazon S3.

B.  

Use AWS A] Service Cards for transparency and understanding models.

C.  

Create Amazon SageMaker Model Cards with Intended uses and training and inference details.

D.  

Create model training scripts. Commit the model training scripts to a Git repository.

Discussion 0
Question # 58

An AI practitioner is using a large language model (LLM) to create content for marketing campaigns. The generated content sounds plausible and factual but is incorrect.

Which problem is the LLM having?

Options:

A.  

Data leakage

B.  

Hallucination

C.  

Overfitting

D.  

Underfitting

Discussion 0
Question # 59

An AI practitioner must fine-tune an open source large language model (LLM) for text categorization. The dataset is already prepared.

Which solution will meet these requirements with the LEAST operational effort?

Options:

A.  

Create a custom model training job in PartyRock on Amazon Bedrock.

B.  

Use Amazon SageMaker JumpStart to create a training job.

C.  

Use a custom script to run an Amazon SageMaker AI model training job.

D.  

Create a Jupyter notebook on an Amazon EC2 instance. Use the notebook to train the model.

Discussion 0
Question # 60

What is the purpose of vector embeddings in a large language model (LLM)?

Options:

A.  

Splitting text into manageable pieces of data

B.  

Grouping a set of characters to be treated as a single unit

C.  

Providing the ability to mathematically compare texts

D.  

Providing the count of every word in the input

Discussion 0
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