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Merge pull request #49511 from j-martens/master
fix for https://github.com/MicrosoftDocs/azure-docs/issues/12189
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articles/machine-learning/desktop-workbench/tutorial-classifying-iris-part-3.md

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@@ -242,7 +242,7 @@ Now you're ready to create the real-time web service.
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>[!IMPORTANT]
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>The service name, which is also the new Docker image name, must be all lowercase. Otherwise, you get an error.
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1. When you run the command, the model and the scoring files are uploaded to the storage account you created as part of the environment setup. The deployment process builds a Docker image with your model, schema, and scoring file in it, and then pushes it to the Azure container registry: **\<ACR_name\>.azureacr.io/\<imagename\>:\<version\>**.
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1. When you run the command, the model and the scoring files are uploaded to the storage account you created as part of the environment setup. The deployment process builds a Docker image with your model, schema, and scoring file in it, and then pushes it to the Azure container registry: **\<ACR_name\>.azurecr.io/\<imagename\>:\<version\>**.
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The command pulls down the image locally to your computer and then starts a Docker container based on that image. If your environment is configured in cluster mode, the Docker container is deployed into the Azure Cloud Services Kubernetes cluster instead.
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