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AI-900: What Is the Correct Sequence for Planning a Responsible Generative AI Solution?

By: Author Alex Lim

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Learn the proper sequence of stages for planning a responsible generative AI solution. Ace the AI-900 Microsoft Azure AI Fundamentals certification exam with our expert insights.

Table of Contents

Question

Arrange the stages in correct sequence to plan a responsible generative AI solution. Select the correct option.

A. Measure > Mitigate > Identify > Operate
B. Measure > Identify > Mitigate > Operate
C. Identify > Measure > Mitigate > Operate 

Answer

The correct sequence for planning a responsible generative AI solution is:

C. Identify > Measure > Mitigate > Operate

Explanation

Here’s a detailed explanation of each stage:

  1. Identify: In this initial stage, you recognize and classify potential risks and negative impacts associated with your AI system. This involves considering fairness, transparency, privacy, security, and other ethical concerns. Thoroughly assess how your AI could cause harm.
  2. Measure: Next, quantify and analyze the risks you’ve identified. Develop metrics to track fairness, bias, and performance. Collect relevant data to establish baselines and monitor your system’s impact over time. Measurement is crucial for understanding the scope of issues.
  3. Mitigate: Based on your measurements, take steps to minimize risks and negative impacts. This may involve adjusting training data, model architectures, or output processing to improve fairness and reduce harm. Implement technical and procedural safeguards to mitigate issues.
  4. Operate: Finally, deploy your AI system, but with ongoing monitoring and governance. Regularly assess performance against your established metrics. Be prepared to iterate and update your system as needed. Maintain transparency and accountability during operation.

By following this sequence – Identify, Measure, Mitigate, Operate – you can proactively surface and address risks throughout the AI development lifecycle, leading to more responsible and trustworthy generative AI solutions.

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

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.