Merge pull request #284727 from TimShererWithAquent/us295242e

Freshness - Azure Machine Learning V1

Author: denrea

articles/machine-learning/how-to-view-online-endpoints-costs.md

@@ -1,37 +1,40 @@
 ---
 title: View costs for managed online endpoints
 titleSuffix: Azure Machine Learning
-description: 'Learn to how view costs for a managed online endpoint in Azure Machine Learning.'
+description: 'Learn to view costs for a managed online endpoint in Azure Machine Learning in the Azure portal.'
 services: machine-learning
 ms.service: azure-machine-learning
 author: msakande
 ms.author: mopeakande
 ms.reviewer: sehan
 ms.subservice: core
-ms.date: 11/04/2022
+ms.date: 08/15/2024
 ms.topic: conceptual
 ms.custom: how-to, deploy, devplatv2
+#customer intent: As an analyst, I need to view the costs associated with the machine learning endpoints for a workspace.
 ---
 
 # View costs for an Azure Machine Learning managed online endpoint
 
-Learn how to view costs for a managed online endpoint. Costs for your endpoints will accrue to the associated workspace. You can see costs for a specific endpoint using tags.
+Learn how to view costs for a managed online endpoint. Costs for your endpoints accrue to the associated workspace. You can see costs for a specific endpoint by using tags.
 
 > [!IMPORTANT]
-> This article only applies to viewing costs for Azure Machine Learning managed online endpoints. Managed online endpoints are different from other resources since they must use tags to track costs. For more information on managing and optimizing cost for Azure Machine Learning, see [How to manage and optimize cost](how-to-manage-optimize-cost.md). For more information on viewing the costs of other Azure resources, see [Quickstart: Explore and analyze costs with cost analysis](../cost-management-billing/costs/quick-acm-cost-analysis.md).
+> This article only applies to viewing costs for Azure Machine Learning managed online endpoints. Managed online endpoints are different from other resources since they must use tags to track costs.
+>
+> For more information on managing and optimizing cost for Azure Machine Learning, see [Manage and optimize Azure Machine Learning costs](how-to-manage-optimize-cost.md). For more information on viewing the costs of other Azure resources, see [Quickstart: Start using Cost analysis](../cost-management-billing/costs/quick-acm-cost-analysis.md).
 
 ## Prerequisites
 
 - Deploy an Azure Machine Learning managed online endpoint.
-- Have at least [Billing Reader](../role-based-access-control/role-assignments-portal.yml) access on the subscription where the endpoint is deployed
+- Have at least [Billing Reader](../role-based-access-control/role-assignments-portal.yml) access on the subscription where the endpoint is deployed.
 
 ## View costs
 
 Navigate to the **Cost Analysis** page for your subscription:
 
-1. In the [Azure portal](https://portal.azure.com), Select **Cost Analysis** for your subscription.
+- In the [Azure portal](https://portal.azure.com), select **Cost Analysis** for your subscription.
 
-    [![Managed online endpoint cost analysis: screenshot of a subscription in the Azure portal showing red box around "Cost Analysis" button on the left hand side.](./media/how-to-view-online-endpoints-costs/online-endpoints-cost-analysis.png)](./media/how-to-view-online-endpoints-costs/online-endpoints-cost-analysis.png#lightbox)
+  :::image type="content" source="./media/how-to-view-online-endpoints-costs/online-endpoints-cost-analysis.png" alt-text="Screenshot of a subscription in the Azure portal showing red box around Cost Analysis button.":::
 
 Create a filter to scope data to your Azure Machine Learning workspace resource:
 
@@ -41,22 +44,25 @@ Create a filter to scope data to your Azure Machine Learning workspace resource:
 
 1. In the second filter dropdown, select your Azure Machine Learning workspace.
 
-    [![Managed online endpoint cost analysis: screenshot of the Cost Analysis view showing a red box around the "Add filter" button at the top right.](./media/how-to-view-online-endpoints-costs/online-endpoints-cost-analysis-add-filter.png)](./media/how-to-view-online-endpoints-costs/online-endpoints-cost-analysis-add-filter.png#lightbox)
+   :::image type="content" source="./media/how-to-view-online-endpoints-costs/online-endpoints-cost-analysis-add-filter.png" lightbox="./media/how-to-view-online-endpoints-costs/online-endpoints-cost-analysis-add-filter.png" alt-text="Screenshot of the Cost Analysis view showing a red box around the Add filter button.":::
 
-Create a tag filter to show your managed online endpoint and/or managed online deployment:
-1. Select **Add filter** > **Tag** > **azuremlendpoint**: "\<your endpoint name>" 
-1. Select **Add filter** > **Tag** > **azuremldeployment**: "\<your deployment name>".
+Create a tag filter to show your managed online endpoint and managed online deployment:
 
-    > [!NOTE]
-    > Dollar values in this image are fictitious and do not reflect actual costs.
+1. Select **Add filter** > **Tag** > **azuremlendpoint**: *\<your endpoint name>*.
 
-    [![Managed online endpoint cost analysis: screenshot of the Cost Analysis view showing a red box around the "Tag" buttons in the top right.](./media/how-to-view-online-endpoints-costs/online-endpoints-cost-analysis-select-endpoint-deployment.png)](./media/how-to-view-online-endpoints-costs/online-endpoints-cost-analysis-select-endpoint-deployment.png#lightbox)
+1. Select **Add filter** > **Tag** > **azuremldeployment**: *\<your deployment name>*.
+
+   > [!NOTE]
+   > Dollar values in this image are fictitious and do not reflect actual costs.
+
+   :::image type="content" source="./media/how-to-view-online-endpoints-costs/online-endpoints-cost-analysis-select-endpoint-deployment.png" lightbox="./media/how-to-view-online-endpoints-costs/online-endpoints-cost-analysis-select-endpoint-deployment.png" alt-text="Screenshot of the Cost Analysis view showing a red box around the Tag buttons.":::
 
 > [!TIP]
-> - Managed online endpoint uses VMs for the deployments. If you submitted request to create an online deployment and it failed, it may have passed the stage when compute is created. In that case, the failed deployment would incur charges. If you finished debugging or investigation for the failure, you may delete the failed deployments to save the cost.
+> Managed online endpoints use virtual machines (VMs) for the deployments. If you submitted a request to create an online deployment and it failed, it might have passed the stage when compute is created. In that case, the failed deployment would incur charges. If you finished debugging or investigating the failure, you can delete the failed deployments to save the cost.
+
+## Related content
 
-## Next steps
-- [What are endpoints?](concept-endpoints.md)
-- Learn how to [monitor your managed online endpoint](./how-to-monitor-online-endpoints.md).
-- [How to deploy an ML model with an online endpoint](how-to-deploy-online-endpoints.md)
-- [How to manage and optimize cost for Azure Machine Learning](how-to-manage-optimize-cost.md)
+- [Endpoints for inference in production](concept-endpoints.md)
+- [Monitor online endpoints](./how-to-monitor-online-endpoints.md)
+- [Deploy and score a machine learning model by using an online endpoint](how-to-deploy-online-endpoints.md)
+- [Manage and optimize Azure Machine Learning costs](how-to-manage-optimize-cost.md)