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compute instance full availability
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articles/machine-learning/concept-azure-machine-learning-architecture.md

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### <a name="compute-instance"></a>Compute instance (preview)
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> [!NOTE]
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> Compute instances are available only for workspaces with a region of **North Central US**, **East US 2**, **North Europe** or **UK South**, with support for other regions coming soon.
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>If your workspace is in any other region, you can continue to create and use a [Notebook VM](concept-compute-instance.md#notebookvm) instead.
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An **Azure Machine Learning compute instance** (formerly Notebook VM) is a fully managed cloud-based workstation that includes multiple tools and environments installed for machine learning. Compute instances can be used as a compute target for training and inferencing jobs. For large tasks, [Azure Machine Learning compute clusters](how-to-set-up-training-targets.md#amlcompute) with multi-node scaling capabilities is a better compute target choice.
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articles/machine-learning/concept-compute-instance.md

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Compute instances are typically used as development environments. They can also be used as a compute target for training and inferencing for development and testing. For large tasks, an [Azure Machine Learning compute cluster](how-to-set-up-training-targets.md#amlcompute) with multi-node scaling capabilities is a better compute target choice.
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> [!NOTE]
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> Compute instances are currently available only for workspaces with a region of **North Central US**, **East US 2**, **North Europe** or **UK South**, with support for other regions coming soon.
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>If your workspace is in any other region, you can continue to create and use a [Notebook VM](concept-compute-instance.md#notebookvm) instead.
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## Why use a compute instance?
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articles/machine-learning/concept-compute-target.md

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When created these compute resources are automatically part of your workspace unlike other kinds of compute targets.
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> [!NOTE]
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> Compute instances are available only for workspaces with a region of **North Central US**, **East US 2**, **North Europe** or **UK South**, with support for other regions coming soon.
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>If your workspace is in any other region, you can continue to create and use a [Notebook VM](concept-compute-instance.md#notebookvm) instead.
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### Compute clusters
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You can use Azure Machine Learning compute clusters for training and for batch inferencing (preview). With this compute resource, you have:

articles/machine-learning/concept-workspace.md

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| Create and manage compute resources | **&check;** | **&check;** | **&check;** | **&check;** |
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| Create a Notebook VM | | **&check;** | | |
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> [!NOTE]
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> Compute instances are available only for workspaces with a region of **North Central US**, **East US 2**, **North Europe** or **UK South**, with support for other regions coming soon.
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>If your workspace is in any other region, you can continue to create and use a [Notebook VM](concept-compute-instance.md#notebookvm) instead.
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> [!WARNING]
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> Moving your Azure Machine Learning workspace to a different subscription, or moving the owning subscription to a new tenant, is not supported. Doing so may cause errors.
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## <a name='create-workspace'></a> Create a workspace
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When you create a workspace, you decide whether to create it with [Basic or Enterprise edition](overview-what-is-azure-ml.md#sku). The edition determines the features available in the workspace. Among other features, Enterprise edition gives you access to [Azure Machine Learning designer](concept-designer.md) and the studio version of building [automated machine learning experiments](tutorial-first-experiment-automated-ml.md). For more details and pricing information, see [Azure Machine Learning pricing](https://azure.microsoft.com/pricing/details/machine-learning/).

articles/machine-learning/how-to-configure-environment.md

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The Azure Machine Learning [compute instance (preview)](concept-compute-instance.md) is a secure, cloud-based Azure workstation that provides data scientists with a Jupyter notebook server, JupyterLab, and a fully prepared ML environment.
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> [!NOTE]
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> Compute instances are available only for workspaces with a region of **North Central US**, **East US 2**, **North Europe** or **UK South**, with support for other regions coming soon.
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>If your workspace is in any other region, you can continue to create and use a [Notebook VM](concept-compute-instance.md#notebookvm) instead.
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There is nothing to install or configure for a compute instance. Create one anytime from within your Azure Machine Learning workspace. Provide just a name and specify an Azure VM type. Try it now with this [Tutorial: Setup environment and workspace](tutorial-1st-experiment-sdk-setup.md).
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articles/machine-learning/how-to-create-your-first-pipeline.md

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* [Configure your development environment](how-to-configure-environment.md) to install the Azure Machine Learning SDK, or use an [Azure Machine Learning compute instance (preview)](concept-compute-instance.md) with the SDK already installed.
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> [!NOTE]
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> Compute instances are available only for workspaces with a region of **North Central US**, **East US 2**, **North Europe** or **UK South**, with support for other regions coming soon.
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>If your workspace is in any other region, you can continue to create and use a [Notebook VM](concept-compute-instance.md#notebookvm) instead.
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Start by attaching your workspace:
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```Python

articles/machine-learning/how-to-deploy-local-container-notebook-vm.md

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[!INCLUDE [applies-to-skus](../../includes/aml-applies-to-basic-enterprise-sku.md)]
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> [!NOTE]
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> Compute instances (preview) are available only for workspaces with a region of **North Central US**, **East US 2**, **North Europe** or **UK South**, with support for other regions coming soon.
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>If your workspace is in any other region, you can continue to create and use a [Notebook VM](concept-compute-instance.md#notebookvm) instead. You can deploy a model to either a compute instance or a Notebook VM using the steps in this article.
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Learn how to use Azure Machine Learning to deploy a model as a web service on your Azure Machine Learning compute instance. Use compute instances if one of the following conditions is true:
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- You need to quickly deploy and validate your model.

articles/machine-learning/how-to-enable-virtual-network.md

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## <a name="compute-instance"></a>Use a Machine Learning Compute
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> [!NOTE]
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> Compute instances (preview) are currently available only for workspaces with a region of **North Central US** or **UK South**, with support for other regions coming soon.
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> Use one of these regions to create a compute instance that can be added to virtual network.
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To use an Azure Machine Learning compute instance or compute cluster in a virtual network, the following network requirements must be met:
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> [!div class="checklist"]

articles/machine-learning/how-to-set-up-vs-code-remote.md

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In this article, you'll learn how to set up Visual Studio Code Remote on an Azure Machine Learning Compute Instance so you can **interactively debug your code** from VS Code.
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> [!NOTE]
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> Compute instances are available only for workspaces with a region of **North Central US**, **East US 2**, **North Europe** or **UK South**, with support for other regions coming soon.
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+ An [Azure Machine Learning Compute Instance](concept-compute-instance.md) is a fully managed cloud-based workstation for data scientists and provides management and enterprise readiness capabilities for IT administrators.
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articles/machine-learning/tutorial-1st-experiment-sdk-setup.md

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If you have custom widgets or prefer using Jupyter/JupyterLab select the **Jupyter** drop down on the far right, then select **Jupyter** or **JupyterLab**. The new browser window will be opened.
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> [!NOTE]
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> Compute instances (preview) are currently available only for workspaces with a region of **North Central US**, **East US 2**, **North Europe** or **UK South**, with support for other regions coming soon.
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>If your workspace is in any other region, you can continue to create and use a [Notebook VM](concept-compute-instance.md#notebookvm) instead. You can use either a Notebook VM or a compute instance to run your notebook. A VM will continue running and incurring cost unless you stop it. You can stop it manually from the **Compute** tab in the Studio, or see the [blog post](https://techcommunity.microsoft.com/t5/educator-developer-blog/azure-virtual-machine-auto-shutdown/ba-p/379342) on enabling scheduled automatic shutdown for Azure VMs.
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## Next steps
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In this tutorial, you completed these tasks:

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