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| Topic | Details |
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| Topic 1 | - Fundamentals of Generative AI: This domain explores the basics of generative AI, focusing on techniques for creating new content from learned patterns, including text and image generation. It targets professionals interested in understanding generative models, such as developers and researchers in AI.
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| Topic 2 | - Guidelines for Responsible AI: This domain highlights the ethical considerations and best practices for deploying AI solutions responsibly, including ensuring fairness and transparency. It is aimed at AI practitioners, including data scientists and compliance officers, who are involved in the development and deployment of AI systems and need to adhere to ethical standards.
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| Topic 3 | - Applications of Foundation Models: This domain examines how foundation models, like large language models, are used in practical applications. It is designed for those who need to understand the real-world implementation of these models, including solution architects and data engineers who work with AI technologies to solve complex problems.
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| Topic 4 | - Fundamentals of AI and ML: This domain covers the fundamental concepts of artificial intelligence (AI) and machine learning (ML), including core algorithms and principles. It is aimed at individuals new to AI and ML, such as entry-level data scientists and IT professionals.
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| Topic 5 | - Security, Compliance, and Governance for AI Solutions: This domain covers the security measures, compliance requirements, and governance practices essential for managing AI solutions. It targets security professionals, compliance officers, and IT managers responsible for safeguarding AI systems, ensuring regulatory compliance, and implementing effective governance frameworks.
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Amazon AWS Certified AI Practitioner Sample Questions (Q146-Q151):
NEW QUESTION # 146
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?
- A. Overfitting
- B. Data leakage
- C. Underfitting
- D. Hallucination
Answer: D
NEW QUESTION # 147
An AI company periodically evaluates its systems and processes with the help of independent software vendors (ISVs). The company needs to receive email message notifications when an ISV's compliance reports become available.
Which AWS service can the company use to meet this requirement?
- A. AWS Trusted Advisor
- B. AWS Data Exchange
- C. AWS Audit Manager
- D. AWS Artifact
Answer: B
Explanation:
AWS Data Exchange is a service that allows companies to securely exchange data with third parties, such as independent software vendors (ISVs). AWS Data Exchange can be configured to provide notifications, including email notifications, when new datasets or compliance reports become available.
Option D (Correct): "AWS Data Exchange": This is the correct answer because it enables the company to receive notifications, including email messages, when ISVs' compliance reports are available.
Option A: "AWS Audit Manager" is incorrect because it focuses on assessing an organization's own compliance, not receiving third-party compliance reports.
Option B: "AWS Artifact" is incorrect as it provides access to AWS's compliance reports, not ISVs'.
Option C: "AWS Trusted Advisor" is incorrect as it offers optimization and best practices guidance, not compliance report notifications.
AWS AI Practitioner Reference:
AWS Data Exchange Documentation: AWS explains how Data Exchange allows organizations to subscribe to third-party data and receive notifications when updates are available.
NEW QUESTION # 148
A company uses foundation models (FMs) to automate daily tasks. An AI practitioner is creating system instructions that include context relevant to the tasks. The AI practitioner wants to save and reuse the instructions in daily interactions with FMs in Amazon Bedrock.
Which Amazon Bedrock solution will meet these requirements?
- A. Guardrails
- B. Playgrounds
- C. Prompt management
- D. Knowledge Bases
Answer: C
Explanation:
Comprehensive and Detailed Explanation (AWS AI documents):
AWS Amazon Bedrock Prompt Management is designed to allow practitioners to create, version, store, and reuse prompts and system instructions when working with foundation models. It enables consistent reuse of contextual instructions across repeated interactions and applications.
Why the other options are incorrect:
* Knowledge Bases store and retrieve external data, not reusable system instructions.
* Guardrails enforce safety and policy controls, not prompt reuse.
* Playgrounds are for experimentation and testing, not long-term prompt storage.
AWS AI Study Guide References:
* Amazon Bedrock prompt management capabilities
* AWS best practices for prompt engineering and reuse
NEW QUESTION # 149
A company wants to use a large language model (LLM) on Amazon Bedrock for sentiment analysis. The company wants to know how much information can fit into one prompt.
Which consideration will inform the company's decision?
- A. Context window
- B. Model size
- C. Batch size
- D. Temperature
Answer: A
Explanation:
The context window determines how much information can fit into a single prompt when using a large language model (LLM) like those on Amazon Bedrock.
* Context Window:
* The context window is the maximum amount of text (measured in tokens) that a language model can process in a single pass.
* For LLM applications, the size of the context window limits how much input data, such as text for sentiment analysis, can be fed into the model at once.
* Why Option B is Correct:
* Determines Prompt Size: The context window size directly informs how much information (e.
g., words or sentences) can fit in one prompt.
* Model Capacity: The larger the context window, the more information the model can consider for generating outputs.
* Why Other Options are Incorrect:
* A. Temperature: Controls randomness in model outputs but does not affect the prompt size.
* C. Batch size: Refers to the number of training samples processed in one iteration, not the amount of information in a prompt.
* D. Model size: Refers to the number of parameters in the model, not the input size for a single prompt.
NEW QUESTION # 150
A financial institution is using Amazon Bedrock to develop an AI application. The application is hosted in a VPC. To meet regulatory compliance standards, the VPC is not allowed access to any internet traffic.
Which AWS service or feature will meet these requirements?
- A. AWS PrivateLink
- B. Amazon Macie
- C. Internet gateway
- D. Amazon CloudFront
Answer: A
NEW QUESTION # 151
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