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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 **North Central US**, ** East US 2**, **North Europe** or **UK South**.
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> Compute instances are available only for workspaces with a **North Central US**, **East US 2**, **North Europe** or **UK South**.
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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.

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** or **UK South**, with support for other regions coming soon.
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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?

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 **North Central US**, ** East US 2**, **North Europe** or **UK South**.
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> Compute instances are available only for workspaces with a **North Central US**, **East US 2**, **North Europe** or **UK South**.
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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

articles/machine-learning/concept-workspace.md

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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 **North Central US**, ** East US 2**, **North Europe** or **UK South**.
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> Compute instances are available only for workspaces with a **North Central US**, **East US 2**, **North Europe** or **UK South**.
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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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## <a name='create-workspace'></a> Create a workspace

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 **North Central US**, ** East US 2**, **North Europe** or **UK South**.
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> Compute instances are available only for workspaces with a **North Central US**, **East US 2**, **North Europe** or **UK South**.
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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).

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 **North Central US**, ** East US 2**, **North Europe** or **UK South**.
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> Compute instances are available only for workspaces with a **North Central US**, **East US 2**, **North Europe** or **UK South**.
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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:

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 **North Central US**, ** East US 2**, **North Europe** or **UK South**.
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> Compute instances are available only for workspaces with a **North Central US**, **East US 2**, **North Europe** or **UK South**.
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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** or **UK South**, with support for other regions coming soon.
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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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