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AI-900: Responsible AI: Microsoft’s Principle for Handling Unusual or Missing Values

Explore Microsoft’s principle for responsible AI and how it addresses the handling of unusual or missing values in AI systems. Discover the importance of inclusiveness, privacy and security, reliability and safety, and transparency in ensuring ethical and accountable AI practices. Gain insights into Microsoft’s commitment to responsible AI implementation.

Question

The handling of unusual or missing values provided to an AI system is a consideration for the Microsoft _____ principle for responsible AI.

A. Inclusiveness
B. Privacy and security
C. Reliability and safety
D. Transparency

Answer

C. Reliability and safety

Explanation

The correct answer is C. Reliability and safety.

The reliability and safety principle for responsible AI states that AI systems should perform reliably and safely under normal and abnormal conditions, and that they should not harm humans, animals, or the environment. One of the aspects of this principle is to handle errors and anomalies gracefully, and to ensure that AI systems can recover from failures.

The handling of unusual or missing values provided to an AI system is a consideration for the reliability and safety principle because it affects how the system behaves in unexpected situations. For example, if an AI system is trained to recognize faces, but it receives an input image that does not contain a face, it should not produce a random or incorrect output, but rather indicate that no face was detected. Similarly, if an AI system is designed to make predictions based on numerical data, but it receives a missing or invalid value, it should not crash or generate a meaningless result, but rather handle the error appropriately and inform the user.

Therefore, the handling of unusual or missing values provided to an AI system is a consideration for the reliability and safety principle for responsible AI, and not for the other principles. The other principles are:

  • Inclusiveness: This principle states that AI systems should empower everyone and engage people, and that they should reflect the diversity of the users and stakeholders. This principle is related to the design and development of AI systems, and not to the handling of unusual or missing values.
  • Privacy and security: This principle states that AI systems should be secure and respect the privacy of users and stakeholders, and that they should protect the data and intellectual property of individuals and organizations. This principle is related to the protection and governance of data and AI models, and not to the handling of unusual or missing values.
  • Transparency: This principle states that AI systems should be understandable and interpretable, and that they should provide meaningful information and explanations to users and stakeholders. This principle is related to the communication and documentation of AI systems, and not to the handling of unusual or missing values.

Reference

Microsoft Learn > Azure > Cloud Adoption Framework > Adopt > Innovate > Responsible and trusted AI

Microsoft Azure AI Fundamentals AI-900 certification exam practice question and answer (Q&A) dump with detail explanation and reference available free, helpful to pass the Microsoft Azure AI Fundamentals AI-900 exam and earn Microsoft Azure AI Fundamentals AI-900 certification.

Microsoft Azure AI Fundamentals AI-900 certification exam practice question and answer (Q&A) dump

Alex Lim is a certified IT Technical Support Architect with over 15 years of experience in designing, implementing, and troubleshooting complex IT systems and networks. He has worked for leading IT companies, such as Microsoft, IBM, and Cisco, providing technical support and solutions to clients across various industries and sectors. Alex has a bachelor’s degree in computer science from the National University of Singapore and a master’s degree in information security from the Massachusetts Institute of Technology. He is also the author of several best-selling books on IT technical support, such as The IT Technical Support Handbook and Troubleshooting IT Systems and Networks. Alex lives in Bandar, Johore, Malaysia with his wife and two chilrdren. You can reach him at [email protected] or follow him on Website | Twitter | Facebook

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