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articles/machine-learning/how-to-create-attach-compute-cluster.md

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@@ -126,7 +126,7 @@ Create a single- or multi- node compute cluster for your training, batch inferen
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1. Under __Manage__, select __Compute__.
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1. If you have no compute resources, select **Create** in the middle of the page.
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:::image type="content" source="media/how-to-create-attach-studio/create-compute-target.png" alt-text="Create compute target":::
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:::image type="content" source="media/how-to-create-attach-studio/create-compute-target.png" alt-text="Screenshot that shows creating a compute target":::
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1. If you see a list of compute resources, select **+New** above the list.
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|Field |Description |
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|---------|---------|
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|Compute name | <li>Name is required and must be between 3 to 24 characters long.</li><li>Valid characters are upper and lower case letters, digits, and the **-** character.</li><li>Name must start with a letter</li><li>Name needs to be unique across all existing computes within an Azure region. You'll see an alert if the name you choose isn't unique</li><li>If **-** character is used, then it needs to be followed by at least one letter later in the name</li> |
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|Compute name | <ul> <li>Name is required and must be between 3 to 24 characters long.</li><li>Valid characters are upper and lower case letters, digits, and the **-** character.</li><li>Name must start with a letter</li><li>Name needs to be unique across all existing computes within an Azure region. You'll see an alert if the name you choose isn't unique</li><li>If **-** character is used, then it needs to be followed by at least one letter later in the name</li> </ul> |
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|Minimum number of nodes | Minimum number of nodes that you want to provision. If you want a dedicated number of nodes, set that count here. Save money by setting the minimum to 0, so you won't pay for any nodes when the cluster is idle. |
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|Maximum number of nodes | Maximum number of nodes that you want to provision. The compute will autoscale to a maximum of this node count when a job is submitted. |
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| Idle seconds before scale down | Idle time before scaling the cluster down to the minimum node count. |

articles/machine-learning/how-to-create-attach-compute-studio.md

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---
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title: Manage training & deploy computes (studio)
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titleSuffix: Azure Machine Learning
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description: Use studio to manage training and deployment compute resources (compute targets) for machine learning
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description: Use studio to manage training and deployment compute resources (compute targets) for machine learning.
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services: machine-learning
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author: sdgilley
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ms.author: sgilley
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## What's a compute target?
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With Azure Machine Learning, you can train your model on a variety of resources or environments, collectively referred to as _compute targets_). A compute target can be a local machine or a cloud resource, such as an Azure Machine Learning Compute, Azure HDInsight, or a remote virtual machine. You can also create compute targets for model deployment as described in ["Where and how to deploy your models"](how-to-deploy-and-where.md).
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With Azure Machine Learning, you can train your model on a variety of resources or environments, collectively referred to as _compute targets_). A compute target can be a local machine or a cloud resource, such as an Azure Machine Learning Compute, Azure HDInsight, or a remote virtual machine.
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## View compute targets
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* [Compute instance](how-to-create-manage-compute-instance.md)
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* [Compute cluster](how-to-create-attach-compute-cluster.md)
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In additions, you can use the [VS Code extension](how-to-manage-resources-vscode.md#compute-clusters) to create compute instances and compute clusters in your workspace.
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In addition, you can use the [VS Code extension](how-to-manage-resources-vscode.md#compute-clusters) to create compute instances and compute clusters in your workspace.
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## Kubernetes cluster
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includes/machine-learning-ssh-access.md

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* For a **compute instance**, select **Connect** at the top of the **Details** section.
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:::image type="content" source="../articles/machine-learning/media/how-to-create-attach-studio/details.png" alt-text="Screenshot: Connect tool at the top of the Details page.":::
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:::image type="content" source="../articles/machine-learning/media/how-to-create-attach-studio/details.png" alt-text="Screenshot that shows connect tool at the top of the Details page.":::
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* For a **compute cluster**, select **Nodes** at the top, then select the **Connection string** in the table for your node.
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:::image type="content" source="../articles/machine-learning/media/how-to-create-attach-studio/compute-nodes.png" alt-text="Screenshot: Connection string for a node in a compute cluster.":::
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:::image type="content" source="../articles/machine-learning/media/how-to-create-attach-studio/compute-nodes.png" alt-text="Screenshot that shows connection string for a node in a compute cluster.":::
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1. Copy the connection string.
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1. For Windows, open PowerShell or a command prompt:

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