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Covers best practices, decision making, limits & quotas, security, integrations & coding patterns, and deployment. It combines local quick-reference content with remote documentation fetching capabilities.\n\n## How to Use This Skill\n\n> **IMPORTANT for Agent**: Use the **Category Index** below to locate relevant sections. For categories with line ranges (e.g., `L35-L120`), use `read_file` with the specified lines. For categories with file links (e.g., `[security.md](security.md)`), use `read_file` on the linked reference file\n\n> **IMPORTANT for Agent**: If `metadata.generated_at` is more than 3 months old, suggest the user pull the latest version from the repository. If `mcp_microsoftdocs` tools are not available, suggest the user install it: [Installation Guide](https:\u002F\u002Fgithub.com\u002FMicrosoftDocs\u002Fmcp\u002Fblob\u002Fmain\u002FREADME.md)\n\nThis skill requires **network access** to fetch documentation content:\n- **Preferred**: Use `mcp_microsoftdocs:microsoft_docs_fetch` with query string `from=learn-agent-skill`. Returns Markdown.\n- **Fallback**: Use `fetch_webpage` with query string `from=learn-agent-skill&accept=text\u002Fmarkdown`. Returns Markdown.\n\n## Category Index\n\n| Category | Lines | Description |\n|----------|-------|-------------|\n| Best Practices | L34-L39 | Improving Custom Vision model quality with better data collection\u002Flabeling strategies and using Smart Labeler to speed and automate image annotation |\n| Decision Making | L40-L45 | Guidance on selecting the best Custom Vision domain for your scenario and planning migrations from Custom Vision to other Azure or third‑party vision services. |\n| Limits & Quotas | L46-L50 | Details on Custom Vision usage limits per pricing tier, including training\u002Fprediction quotas, project and image caps, and how limits affect model training and deployment. |\n| Security | L51-L57 | Managing Custom Vision security: encryption with customer-managed keys, secure data handling\u002Fexport\u002Fdeletion, and configuring Azure RBAC roles and permissions. |\n| Integrations & Coding Patterns | L58-L68 | Using Custom Vision models and APIs in apps: exporting via SDK, running ONNX\u002FTensorFlow in Windows ML\u002FPython, calling classification\u002Fdetection APIs, and integrating with Azure Storage. |\n| Deployment | L69-L73 | Deploying Custom Vision models: copying\u002Fbacking up projects across regions and exporting models for offline, edge, and mobile (TensorFlow, ONNX, iOS\u002FAndroid) use. |\n\n### Best Practices\n| Topic | URL |\n|-------|-----|\n| Apply Custom Vision data strategies to improve models | https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fai-services\u002Fcustom-vision-service\u002Fgetting-started-improving-your-classifier |\n| Speed up Custom Vision labeling with Smart Labeler | https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fai-services\u002Fcustom-vision-service\u002Fsuggested-tags |\n\n### Decision Making\n| Topic | URL |\n|-------|-----|\n| Plan migration from Custom Vision to alternative services | https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fai-services\u002Fcustom-vision-service\u002Fmigration-options |\n| Choose the right Custom Vision domain for your project | https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fai-services\u002Fcustom-vision-service\u002Fselect-domain |\n\n### Limits & Quotas\n| Topic | URL |\n|-------|-----|\n| Review Custom Vision limits and quotas by tier | https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fai-services\u002Fcustom-vision-service\u002Flimits-and-quotas |\n\n### Security\n| Topic | URL |\n|-------|-----|\n| Configure customer-managed keys for Custom Vision encryption | https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fai-services\u002Fcustom-vision-service\u002Fencrypt-data-at-rest |\n| View, export, and delete Custom Vision data securely | https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fai-services\u002Fcustom-vision-service\u002Fexport-delete-data |\n| Configure Azure RBAC roles for Custom Vision projects | https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fai-services\u002Fcustom-vision-service\u002Frole-based-access-control |\n\n### Integrations & Coding Patterns\n| Topic | URL |\n|-------|-----|\n| Integrate Custom Vision ONNX models with Windows ML apps | https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fai-services\u002Fcustom-vision-service\u002Fcustom-vision-onnx-windows-ml |\n| Run exported Custom Vision TensorFlow models in Python | https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fai-services\u002Fcustom-vision-service\u002Fexport-model-python |\n| Export Custom Vision models programmatically with SDK | https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fai-services\u002Fcustom-vision-service\u002Fexport-programmatically |\n| Use Custom Vision SDK for image classification | https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fai-services\u002Fcustom-vision-service\u002Fquickstarts\u002Fimage-classification |\n| Call Custom Vision object detection APIs with SDK | https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fai-services\u002Fcustom-vision-service\u002Fquickstarts\u002Fobject-detection |\n| Integrate Custom Vision with Azure Storage queues and blobs | https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fai-services\u002Fcustom-vision-service\u002Fstorage-integration |\n| Use Custom Vision prediction API to test images | https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fai-services\u002Fcustom-vision-service\u002Fuse-prediction-api |\n\n### Deployment\n| Topic | URL |\n|-------|-----|\n| Copy and back up Custom Vision projects across regions | https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fai-services\u002Fcustom-vision-service\u002Fcopy-move-projects |\n| Export Custom Vision models for offline and mobile use | https:\u002F\u002Flearn.microsoft.com\u002Fen-us\u002Fazure\u002Fai-services\u002Fcustom-vision-service\u002Fexport-your-model |\n",{},"main","def8531e65114c0fca8fb8551c1871ee0eed705c","skills\u002FMicrosoftDocs\u002FAgent-Skills\u002Fazure-custom-vision",24,"https:\u002F\u002Fgithub.com\u002FComeOnOliver\u002Fskillshub","https:\u002F\u002Fskillshub.wtf","https:\u002F\u002Fgithub.com\u002FComeOnOliver","AI & Blockchain Engineer\r\n","2026-06-24 22:07:19",{"source":7,"skillName":5,"commands":35,"prompt":45,"zipAvailable":46},[36,39,42],{"tool":37,"command":38},"npx","npx skills add ComeOnOliver\u002Fskillshub --skill azure-custom-vision",{"tool":40,"command":41},"bunx","bunx skills add ComeOnOliver\u002Fskillshub --skill azure-custom-vision",{"tool":43,"command":44},"pnpm","pnpm dlx skills add ComeOnOliver\u002Fskillshub --skill 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