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| Topic 1 | - 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 2 | - 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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| Topic 3 | - 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 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 | - 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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Amazon AWS Certified AI Practitioner Sample Questions (Q347-Q352):
NEW QUESTION # 347
A company is testing the security of a foundation model (FM). During testing, the company wants to get around the safety features and make harmful content.
- A. Fuzzing training data to find vulnerabilities
- B. Jailbreak
- C. Penetration testing with authorization
- D. Denial of service (DoS)
Answer: B
Explanation:
Comprehensive and Detailed
Jailbreaking an LLM refers to deliberately crafting prompts to bypass its safety guardrails and produce restricted or harmful content.
Fuzzing is input testing for software.
DoS is a service availability attack.
Pen testing (C) is allowed with AWS authorization but doesn't describe bypassing model safeguards.
Reference:
AWS Responsible AI - Prompt Injection and Jailbreak Risks
NEW QUESTION # 348
A financial company has offices in different countries worldwide. The company requires that all API calls between generative AI applications and foundation models (FM) must not travel across the public internet.
Which AWS service should the company use?
- A. Amazon
- B. AWS PrivateLink
- C. Amazon CloudFront
- D. AWS CloudTrail
Answer: B
Explanation:
AWS PrivateLink provides private connectivity between VPCs, AWS services, and on-premises networks, ensuring traffic does not traverse the public internet.
* A is correct:
"AWS PrivateLink provides private connectivity to services across VPCs, keeping API traffic off the public internet." (Reference: AWS PrivateLink Overview)
* B (Amazon Q) is a generative AI assistant, not a network security/control tool.
* C (CloudFront) is a CDN, not for private API calls.
* D (CloudTrail) is for logging and monitoring, not secure connectivity.
NEW QUESTION # 349
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?
- A. Average call duration
- B. Website engagement rate
- C. Corporate social responsibility
- D. Regulatory compliance
Answer: A
Explanation:
The business objective to evaluate the effect of an LLM chatbot aimed at reducing the actions required by call center employees should be average call duration.
* Average Call Duration:
* This metric measures the time taken to handle a customer call or query. A successful LLM chatbot should reduce the call duration by efficiently providing answers, minimizing the need for human intervention.
* By decreasing the average call duration, the company can improve call center efficiency, reduce costs, and enhance the user experience.
* Why Option B is Correct:
* Direct Impact: The objective aligns directly with the goal of reducing the number of actions call center employees must take.
* Operational Efficiency: Reducing call duration is a clear indicator of the chatbot's effectiveness in assisting customers without human help.
* Why Other Options are Incorrect:
* A. Website engagement rate: Is unrelated to call center operations.
* C. Corporate social responsibility: Does not relate to call center efficiency.
* D. Regulatory compliance: Is important but does not measure the effectiveness of a chatbot in reducing employee actions.
NEW QUESTION # 350
A company is using the Generative AI Security Scoping Matrix to assess security responsibilities for its solutions. The company has identified four different solution scopes based on the matrix.
Which solution scope gives the company the MOST ownership of security responsibilities?
- A. Building and training a generative AI model from scratch by using specific data that a customer owns.
- B. Refining an existing third-party generative AI foundation model (FM) by fine-tuning the model by using data specific to the business.
- C. Building an application by using an existing third-party generative AI foundation model (FM).
- D. Using a third-party enterprise application that has embedded generative AI features.
Answer: A
NEW QUESTION # 351
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 Audit Manager
- C. AWS Data Exchange
- D. AWS Artifact
Answer: C
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 # 352
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