pull base content,head:wwlpublishsync,into:2d8bd1288f5609b994ed0edcd9b8857fbf02926502e69daa49d5fc77ffbc436a-live

Author: wwlpublish

learn-pr/achievements/data-ai/fundamentals-generative-ai-social.png

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+### YamlMime:ModuleUnit
+uid: learn.introduction-generative-ai-center-excellence.introduction-generative-ai-center-excellence
+title: Introduction to the Generative AI Center of Excellence
+metadata:
+  title: Introduction to the Generative AI Center of Excellence
+  description: Introduction to the Generative AI Center of Excellence
+  ms.date: 04/05/2025
+  author: Orin-Thomas
+  ms.author: orthomas
+  ms.topic: unit
+durationInMinutes: 5
+content: |
+  [!include[](includes/1-introduction-generative-ai-center-excellence.md)]

learn-pr/achievements/data-ai/fundamentals-generative-ai.svg

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+### YamlMime:ModuleUnit
+uid: learn.introduction-generative-ai-center-excellence.how-center-excellence-assists-planning-adoption-generative-ai
+title: How the Generative AI CoE assists in planning adoption of generative AI
+metadata:
+  title: How the Generative AI CoE assists in planning adoption of generative AI
+  description: Learn how the Generative AI CoE assists in planning adoption of generative AI.
+  ms.date: 04/05/2025
+  author: Orin-Thomas
+  ms.author: orthomas
+  ms.topic: unit
+durationInMinutes: 5
+content: |
+  [!include[](includes/2-how-center-excellence-assists-planning-adoption-generative-ai.md)]

learn-pr/achievements/designing-implementing-data-science-solution-azure-social.png

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+### YamlMime:ModuleUnit
+uid: learn.introduction-generative-ai-center-excellence.oversight-generative-ai-deployment-operations-governance
+title: Oversight of generative AI deployment, operations, and governance.
+metadata:
+  title: Oversight of generative AI deployment, operations, and governance.
+  description: Understanding the generative AI CoE's role in oversight of generative AI deployment, operations, and governance.
+  ms.date: 04/05/2025
+  author: Orin-Thomas
+  ms.author: orthomas
+  ms.topic: unit
+durationInMinutes: 6
+content: |
+  [!include[](includes/3-oversight-generative-ai-deployment-operations-governance.md)]

learn-pr/achievements/designing-implementing-data-science-solution-azure.svg

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+### YamlMime:ModuleUnit
+uid: learn.introduction-generative-ai-center-excellence.determining-organizational-roles-responsibilities
+title: Determining organizational roles and responsibilities
+metadata:
+  title: Determining organizational roles and responsibilities
+  description: Understand the roles and responsibilities of a Generative AI Center of Excellence.
+  ms.date: 04/05/2025
+  author: Orin-Thomas
+  ms.author: orthomas
+  ms.topic: unit
+durationInMinutes: 6
+content: |
+  [!include[](includes/4-determining-organizational-roles-responsibilities.md)]

learn-pr/advocates/intro-ai-center-excellence/1-introduction-generative-ai-center-excellence.yml

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+### YamlMime:ModuleUnit
+uid: learn.introduction-generative-ai-center-excellence.skilling-your-organization
+title: Skilling your organization
+metadata:
+  title: Skilling your organization
+  description: Learn how the Generative AI CoE helps skilling your organization.
+  ms.date: 04/05/2025
+  author: Orin-Thomas
+  ms.author: orthomas
+  ms.topic: unit
+durationInMinutes: 2
+content: |
+  [!include[](includes/5-skilling-your-organization.md)]

learn-pr/advocates/intro-ai-center-excellence/2-how-center-excellence-assists-planning-adoption-generative-ai.yml

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+### YamlMime:ModuleUnit
+uid: learn.introduction-generative-ai-center-excellence.knowledge-check
+title: Knowledge Check
+metadata:
+  title: Knowledge Check
+  description: Validate your understanding of the Generative AI Center of Excellence.
+  ms.date: 04/05/2025
+  author: Orin-Thomas
+  ms.author: orthomas
+  ms.topic: unit
+durationInMinutes: 3
+content: Choose the best response for each question.
+quiz:
+  questions:
+    - content: "What is a primary responsibility of a Generative AI Center of Excellence?"
+      choices:
+        - content: "Developing custom LLM models for all organizational needs."
+          isCorrect: false
+          explanation: "While the CoE may provide guidance on AI development, developing custom LLMs isn't a primary responsibility. A generative AI CoE can focus on execution responsibilities like developing models or serve as a guiding body."
+        - content: "Aligning generative AI initiatives with organizational and business priorities."
+          isCorrect: true
+          explanation: "One of the key responsibilities of an AI CoE, is aligning generative AI initiatives with organizational and business priorities."
+        - content: "Replacing existing security teams with AI specialists."
+          isCorrect: false
+          explanation: "The CoE should work 'in close and constant collaboration' with security teams rather than replacing them."
+    - content: "Which of the following best describes how a generative AI CoE approaches cost management?"
+      choices:
+        - content: "By focusing exclusively on using open-source models to minimize expenses."
+          isCorrect: false
+          explanation: "Organizations should assess factors such as 'cost integration complexity and adaptability' when making decisions between custom solutions and off-the-shelf alternatives."
+        - content: "By promoting FinOps principles and collaboration between finance, engineering, and business teams."
+          isCorrect: true
+          explanation: "The CoE contributes to cost efficiency by promoting FinOps principles, driving collaboration between finance, engineering, and business teams."
+        - content: "By centralizing all AI development to avoid departmental duplication."
+          isCorrect: false
+          explanation: "Execution is often decentralized, especially in larger organizations."
+    - content: "Which role is designs and optimizes inputs for generative AI models to guide their behavior?"
+      choices:
+        - content: "AI Agent Engineer"
+          isCorrect: false
+          explanation: "AI Agent Engineers develop 'autonomous AI systems that can perceive, reason, and act to achieve specific goals' rather than focusing on prompt design."
+        - content: "Generative AI Operations"
+          isCorrect: false
+          explanation: "Operations are responsible for 'deploying, managing, monitoring, backup, and recovery of AI workloads' rather than prompt design."
+        - content: "Prompt Engineer"
+          isCorrect: true
+          explanation: "Prompt engineers 'design and optimizes inputs for generative AI models to guide their behavior and produce accurate, desired outputs.'"