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Fix Acrolinx long sentence issues in tables
- Fixed table formatting in adoption-plan.md: replaced commas with periods for shorter sentences - Fixed table formatting in secure-workloads.md: replaced commas with periods for shorter sentences - Corrected typo: 'Minimal too small' to 'Minimal to small' - Improved readability while maintaining all content information
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‎learn-pr/wwl-azure/design-ai-workloads/1-introduction.yml‎

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### YamlMime:ModuleUnit
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uid: learn.wwl.design-ai-workloads.introduction
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title: "Introduction to AI Workloads Design"
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title: "Introduction"
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metadata:
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title: "Introduction to AI Workloads Design"
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title: "Introduction"
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description: "Learn to design AI workloads on Azure, align strategy with goals, and apply best practices for governance, security, and responsible AI."
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ms.date: 01/09/2026
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author: wwlpublish

‎learn-pr/wwl-azure/design-ai-workloads/10-summary.yml‎

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### YamlMime:ModuleUnit
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uid: learn.wwl.design-ai-workloads.summary
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title: "Summary of AI Workload Design"
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title: "Summary and resources"
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metadata:
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title: "Summary of AI Workload Design"
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title: "Summary and resources"
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description: "Learn how to design Azure AI workloads using SaaS, PaaS, and IaaS services while aligning solutions with business goals and best practices."
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ms.date: 01/09/2026
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author: wwlpublish

‎learn-pr/wwl-azure/design-ai-workloads/2-strategy.yml‎

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### YamlMime:ModuleUnit
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uid: learn.wwl.design-ai-workloads.strategy
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title: "Create an AI Strategy in Azure"
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title: "Create an AI Strategy"
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metadata:
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title: "Create an AI Strategy in Azure"
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title: "Create an AI Strategy"
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description: "Learn how to create an AI strategy using Azure SaaS, PaaS, and IaaS solutions to meet your organization's needs effectively."
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ms.date: 01/09/2026
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author: wwlpublish

‎learn-pr/wwl-azure/design-ai-workloads/3-adoption-plan.yml‎

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### YamlMime:ModuleUnit
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uid: learn.wwl.design-ai-workloads.adoption-plan
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title: "Plan AI Adoption Effectively"
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title: "Plan AI Adoption"
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metadata:
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title: "Plan AI Adoption Effectively"
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title: "Plan AI Adoption"
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description: "Learn how to create an AI adoption plan to align projects with business priorities, address skill gaps, and deliver results efficiently."
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ms.date: 01/09/2026
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author: wwlpublish

‎learn-pr/wwl-azure/design-ai-workloads/4-platform-workloads.yml‎

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### YamlMime:ModuleUnit
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uid: learn.wwl.design-ai-workloads.platform-workloads
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title: "Design PaaS AI Workloads on Azure"
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title: "Design PaaS AI Workloads"
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metadata:
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title: "Design PaaS AI Workloads on Azure"
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title: "Design PaaS AI Workloads"
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description: "Learn how to design scalable and secure PaaS AI workloads on Azure, including generative AI, nongenerative AI, and secure networking."
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ms.date: 01/09/2026
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author: wwlpublish

‎learn-pr/wwl-azure/design-ai-workloads/6-governance.yml‎

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### YamlMime:ModuleUnit
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uid: learn.wwl.design-ai-workloads.governance
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title: "Govern AI Workloads"
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title: "Govern AI"
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metadata:
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title: "Govern AI Workloads"
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title: "Govern AI"
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description: "Learn how to govern AI workloads responsibly by applying principles, managing risks, and ensuring security, compliance, and cost control."
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ms.date: 01/09/2026
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author: wwlpublish

‎learn-pr/wwl-azure/design-ai-workloads/7-secure-workloads.yml‎

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### YamlMime:ModuleUnit
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uid: learn.wwl.design-ai-workloads.secure-workloads
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title: "Secure AI Workloads in Azure"
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title: "Secure AI"
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metadata:
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title: "Secure AI Workloads in Azure"
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title: "Secure AI"
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description: "Learn to secure AI workloads by identifying risks, protecting resources, and safeguarding data."
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ms.date: 01/09/2026
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author: wwlpublish

‎learn-pr/wwl-azure/design-ai-workloads/8-manage.yml‎

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### YamlMime:ModuleUnit
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uid: learn.wwl.design-ai-workloads.manage
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title: "Manage AI Workloads"
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title: "Manage AI"
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metadata:
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title: "Manage AI Workloads"
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title: "Manage AI"
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description: "Learn how to manage AI workloads effectively, including operations, deployment, costs, and business continuity, using Azure tools and best practices."
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ms.date: 01/09/2026
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author: wwlpublish

‎learn-pr/wwl-azure/design-ai-workloads/includes/3-adoption-plan.md‎

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| Level | Skills| Data Readiness | Feasible use cases |
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| - | - | - | - |
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| 1 | Basic AI concepts, simple prompts| Minimal to enterprise data | Azure quick start projects, Copilot solutions |
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| 2 | Model selection, deployment basics, data cleaning| Minimal too small, structured datasets | Analytical AI, generative AI app (no RAG), and simple ML app|
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| 3 | Prompt engineering, preprocessing, chunking| Historical business data available | Generative AI app with RAG, custom ML model, small AI model on Azure VMs |
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| 4 | Advanced ML, orchestration, optimization| Large high-quality datasets | Large AI workloads on VMs, AKS, or ACA |
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| 1 | Basic AI concepts. Simple prompts. | Minimal to enterprise data. | Azure quick start projects. Copilot solutions. |
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| 2 | Model selection. Deployment basics. Data cleaning. | Minimal to small, structured datasets. | Analytical AI. Generative AI app (no RAG). Simple ML app. |
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| 3 | Prompt engineering. Preprocessing. Chunking. | Historical business data available. | Generative AI app with RAG. Custom ML model. Small AI model on Azure VMs. |
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| 4 | Advanced ML. Orchestration. Optimization. | Large, high-quality datasets. | Large AI workloads on VMs, AKS, or ACA. |
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### Acquire AI skills
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‎learn-pr/wwl-azure/design-ai-workloads/includes/7-secure-workloads.md‎

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| Step| Tools and processes |
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| - | - |
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| Discover AI security risks| MITRE ATLAS, OWASP’s Generative AI guidance, Microsoft Purview |
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| Secure AI resources| Azure Resource Graph Explorer, Microsoft Defender for Cloud, Managed Identities, Azure API Management |
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| Secure AI data| Role based permissions, Azure Private Link, Microsoft Purview Data Loss Prevention, Azure Blob Storage |
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| Detect AI security threats| Microsoft Defender for Cloud’s AI security posture management, incident response plans, escalation paths, monitoring |
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| Discover AI security risks| MITRE ATLAS. OWASP's Generative AI guidance. Microsoft Purview. |
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| Secure AI resources| Azure Resource Graph Explorer. Microsoft Defender for Cloud. Managed Identities. Azure API Management. |
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| Secure AI data| Role based permissions. Azure Private Link. Microsoft Purview Data Loss Prevention. Azure Blob Storage. |
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| Detect AI security threats| Microsoft Defender for Cloud's AI security posture management. Incident response plans. Escalation paths. Monitoring. |
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