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# Model Deployment with Azure ML service
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[](https://aidemos.visualstudio.com/azmlcli/_build/latest?definitionId=87&branchName=cli-ga)
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You can use Azure Machine Learning to package, debug, validate and deploy inference containers to a variety of compute targets. This process is known as "MLOps" (ML operationalization).
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For more information please check out this article: https://docs.microsoft.com/en-us/azure/machine-learning/service/how-to-deploy-and-where
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```
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Here is an [Azure DevOps Pipelines model deployment example](./azure-pipelines-model-deploy.yml)
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[](https://aidemos.visualstudio.com/azmlcli/_build/latest?definitionId=87&branchName=cli-ga)
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### Deploy from a notebook
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- Notebook example: [model-register-and-deploy](./model-register-and-deploy.ipynb).
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