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articles/machine-learning/how-to-manage-hub-workspace-template.md

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ms.author: larryfr
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author: Blackmist
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ms.reviewer: deeikele
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ms.date: 02/29/2024
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ms.date: 03/07/2025
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#Customer intent: As a DevOps person, I need to automate or customize the creation of Azure Machine Learning by using templates.
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- Azure Key Vault
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- Azure Container Registry
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- Azure Application Insights
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- Azure AI services (required for Azure AI Foundry, and may be dropped for Azure Machine Learning use cases)
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- Azure AI services (required for Azure AI Foundry, and can be dropped for Azure Machine Learning use cases)
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## Prerequisites
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| [dependent-resources.bicep](https://github.com/Azure/azure-quickstart-templates/blob/master/quickstarts/microsoft.machinelearningservices/aistudio-basics/modules/dependent-resources.bicep) | Defines the dependent resources for the Azure AI hub. Azure Storage Account, Container Registry, Key Vault, and Application Insights. |
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> [!IMPORTANT]
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> The example templates may not always use the latest API version for the Azure resources it creates. Before using the template, we recommend modifying it to use the latest API versions. Each Azure service has its own set of API versions. For information on the API for a specific service, check the service information in the [Azure REST API reference](/rest/api/azure/).
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> The example templates might not always use the latest API version for the Azure resources it creates. Before using the template, we recommend modifying it to use the latest API versions. Each Azure service has its own set of API versions. For information on the API for a specific service, check the service information in the [Azure REST API reference](/rest/api/azure/).
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>
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> The AI hub resource is based on Azure Machine Learning. For information on the latest API versions for Azure Machine Learning, see the [Azure Machine Learning REST API reference](/rest/api/azureml/). To update this API version, find the `Microsoft.MachineLearningServices/<resource>` entry for the resource type and update it to the latest version. The following example is an entry for the Azure AI hub that uses an API version of `2023-08-01-preview`:
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1. To run the template, use the following command. Replace `myai` with the name to use for your resources. This value is used, along with generated prefixes and suffixes, to create a unique name for the resources created by the template.
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1. To run the template, use the following command. Replace `myai` with the name to use for your Azure AI Foundry hub. This value is used, along with generated prefixes and suffixes, to create a unique name for the resources created by the template.
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> [!TIP]
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> The `aiResourceName` must be 5 or less characters. It can't be entirely numeric or contain the following characters: `~ ! @ # $ % ^ & * ( ) = + _ [ ] { } \ | ; : . ' " , < > / ?`.
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# [Azure CLI](#tab/cli)
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```azurecli
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az deployment group create --resource-group exampleRG --template-file main.bicep --parameters aiResourceName=myai
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az deployment group create --resource-group exampleRG --template-file main.bicep --parameters aiHubeName=myai
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```
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# [Azure PowerShell](#tab/powershell)
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```azurepowershell
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New-AzResourceGroupDeployment -ResourceGroupName exampleRG -TemplateFile main.bicep -aiResourceName myai
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New-AzResourceGroupDeployment -ResourceGroupName exampleRG -TemplateFile main.bicep -aiHubName myai
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```
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