Merge pull request #50813 from MicrosoftDocs/NEW-guide-ai-operations-center-excellence

New guide ai operations center excellence module

Author: v-ccolin

learn-pr/advocates/guide-ai-operations-center-excellence/1-implement-genaiops-processes.yml

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+### YamlMime:ModuleUnit
+uid: learn.workload-operations-generative-ai-center-excellence.implement-genaiops-processes
+title: Implement GenAIOps processes
+metadata:
+  title: Implement GenAIOps processes
+  description: Learn about GenAIOps processes and how they can help organizations effectively deploy, manage, and maintain generative AI workloads.
+  ms.date: 06/04/2025
+  author: Orin-Thomas
+  ms.author: orthomas
+  ms.topic: unit
+durationInMinutes: 5
+content: |
+  [!include[](includes/1-implement-genaiops-processes.md)]

learn-pr/advocates/guide-ai-operations-center-excellence/10-summary.yml

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+### YamlMime:ModuleUnit
+uid: learn.workload-operations-generative-ai-center-excellence.summary
+title: Summary
+metadata:
+  title: Summary
+  description: Module summary.
+  ms.date: 06/04/2025
+  author: Orin-Thomas
+  ms.author: orthomas
+  ms.topic: unit
+durationInMinutes: 2
+content: |
+  [!include[](includes/10-summary.md)]

learn-pr/advocates/guide-ai-operations-center-excellence/2-security-methods-practices.yml

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+### YamlMime:ModuleUnit
+uid: learn.workload-operations-generative-ai-center-excellence.security-methods-practices
+title: Security methods and practices
+metadata:
+  title: Security methods and practices
+  description: Learn about security methods and practices for generative AI workloads.
+  ms.date: 06/04/2025
+  author: Orin-Thomas
+  ms.author: orthomas
+  ms.topic: unit
+durationInMinutes: 6
+content: |
+  [!include[](includes/2-security-methods-practices.md)]

learn-pr/advocates/guide-ai-operations-center-excellence/3-compliance-governance-practices.yml

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+### YamlMime:ModuleUnit
+uid: learn.workload-operations-generative-ai-center-excellence.compliance-governance-practices
+title: Compliance governance practices
+metadata:
+  title: Compliance governance practices
+  description: Discover how to implement compliance and governance practices for generative AI workloads.
+  ms.date: 06/04/2025
+  author: Orin-Thomas
+  ms.author: orthomas
+  ms.topic: unit
+durationInMinutes: 4
+content: |
+  [!include[](includes/3-compliance-governance-practices.md)]

learn-pr/advocates/guide-ai-operations-center-excellence/4-infrastructure-management-processes.yml

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+### YamlMime:ModuleUnit
+uid: learn.workload-operations-generative-ai-center-excellence.infrastructure-management-processes
+title: Infrastructure management processes
+metadata:
+  title: Infrastructure management processes
+  description: Learn how to manage infrastructure for generative AI workloads.
+  ms.date: 06/04/2025
+  author: Orin-Thomas
+  ms.author: orthomas
+  ms.topic: unit
+durationInMinutes: 2
+content: |
+  [!include[](includes/4-infrastructure-management-processes.md)]

learn-pr/advocates/guide-ai-operations-center-excellence/5-cost-management-processes.yml

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+### YamlMime:ModuleUnit
+uid: learn.workload-operations-generative-ai-center-excellence.cost-management-processes
+title: Cost management processes
+metadata:
+  title: Cost Management processes
+  description: Learn how to manage costs for generative AI workloads.
+  ms.date: 06/04/2025
+  author: Orin-Thomas
+  ms.author: orthomas
+  ms.topic: unit
+durationInMinutes: 3
+content: |
+  [!include[](includes/5-cost-management-processes.md)]

learn-pr/advocates/guide-ai-operations-center-excellence/6-monitoring-and-optimization-practices.yml

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+### YamlMime:ModuleUnit
+uid: learn.workload-operations-generative-ai-center-excellence.monitoring-and-optimization-practices
+title: Monitoring and optimization practices
+metadata:
+  title: Monitoring and optimization practices
+  description: Understand how to monitor and optimize generative AI workloads.
+  ms.date: 06/04/2025
+  author: Orin-Thomas
+  ms.author: orthomas
+  ms.topic: unit
+durationInMinutes: 3
+content: |
+  [!include[](includes/6-monitoring-and-optimization-practices.md)]

learn-pr/advocates/guide-ai-operations-center-excellence/7-well-architected-generative-ai-workloads.yml

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+### YamlMime:ModuleUnit
+uid: learn.workload-operations-generative-ai-center-excellence.well-architected-generative-ai-workloads
+title: Well architected generative AI workloads
+metadata:
+  title: Well architected generative AI workloads
+  description: This module covers the principles and practices for architecting generative AI workloads that are robust, scalable, and aligned with best practices.
+  ms.date: 06/04/2025
+  author: Orin-Thomas
+  ms.author: orthomas
+  ms.topic: unit
+durationInMinutes: 7
+content: |
+  [!include[](includes/7-well-architected-generative-ai-workloads.md)]

learn-pr/advocates/guide-ai-operations-center-excellence/8-deploy-generative-ai-workloads.yml

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+### YamlMime:ModuleUnit
+uid: learn.workload-operations-generative-ai-center-excellence.deploy-generative-ai-workloads
+title: Deploy generative AI workloads
+metadata:
+  title: Deploy generative AI workloads
+  description: Learn how to deploy generative AI workloads effectively, ensuring they're secure, scalable, and aligned with organizational goals.
+  ms.date: 06/04/2025
+  author: Orin-Thomas
+  ms.author: orthomas
+  ms.topic: unit
+durationInMinutes: 2
+content: |
+  [!include[](includes/8-deploy-generative-ai-workloads.md)]

learn-pr/advocates/guide-ai-operations-center-excellence/9-knowledge-check.yml

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+### YamlMime:ModuleUnit
+uid: learn.workload-operations-generative-ai-center-excellence.knowledge-check
+title: Knowledge check
+metadata:
+  title: Knowledge Check
+  description: Check your understanding of the module.
+  ms.date: 06/04/2025
+  author: Orin-Thomas
+  ms.author: orthomas
+  ms.topic: unit
+durationInMinutes: 3
+content: Choose the best response for each question.
+quiz:
+  questions:
+    - content: "What is the primary role of a generative AI Center of Excellence (CoE)?"
+      choices:
+        - content: "To manage the financial aspects of AI projects."
+          isCorrect: false
+          explanation: "While the CoE does promote financial efficiency through FinOps principles, its primary role isn't to manage the financial aspects of AI projects."
+        - content: "To provide strategic guidance, frameworks, and best practices for GenAIOps."
+          isCorrect: true
+          explanation: "The CoE's primary role is to provide strategic guidance, frameworks, and best practices for GenAIOps processes."
+        - content: "To develop AI models from scratch."
+          isCorrect: false
+          explanation: "The CoE doesn't focus on developing AI models from scratch; it provides support and guidance for managing AI workloads."
+    - content: "Which of the following is a key element of GenAIOps processes?"
+      choices:
+        - content: "Manual deployment of AI workloads."
+          isCorrect: false
+          explanation: "GenAIOps processes emphasize automated deployment mechanisms, not manual deployment."
+        - content: "Integration of security and compliance technologies."
+          isCorrect: true
+          explanation: "A key element of GenAIOps processes is the integration of security and compliance technologies."
+        - content: "Ignoring monitoring and metrics."
+          isCorrect: false
+          explanation: "Monitoring and metrics are essential components of GenAIOps processes to evaluate workload performance and relevance."
+    - content: "What does the CoE promote to ensure financial efficiency in generative AI workloads?"
+      choices:
+        - content: "Ignoring cost management processes."
+          isCorrect: false
+          explanation: "The CoE promotes cost management processes to ensure financial efficiency."
+        - content: "Implementing FinOps principles."
+          isCorrect: true
+          explanation: "The CoE promotes FinOps principles to monitor and optimize spending on generative AI workloads."
+        - content: "Reducing the number of AI models used."
+          isCorrect: false
+          explanation: "The CoE doesn't focus on reducing the number of AI models used; it focuses on optimizing the financial aspects of AI workloads."