update links for new bookmarks

sdgilley · sdgilley · commit 71d4ccfd5e19 · 2023-03-29T16:28:53.000-05:00
diff --git a/articles/machine-learning/concept-compute-target.md b/articles/machine-learning/concept-compute-target.md
@@ -67,7 +67,7 @@ When created, these compute resources are automatically part of your workspace,
 > [!NOTE]
 > To avoid charges when the compute is idle:
 > * For compute *cluster* make sure the minimum number of nodes is set to 0.
-> * For a compute *instance*, [enable idle shutdown](how-to-create-manage-compute-instance.md#enable-idle-shutdown-preview).
+> * For a compute *instance*, [enable idle shutdown](how-to-create-manage-compute-instance.md#enable-idle-shutdown).
 
 ### Supported VM series and sizes
 
diff --git a/articles/machine-learning/concept-plan-manage-cost.md b/articles/machine-learning/concept-plan-manage-cost.md
@@ -61,7 +61,7 @@ When you create resources for an Azure Machine Learning workspace, resources for
 * [Application Insights](https://azure.microsoft.com/pricing/details/monitor?WT.mc_id=costmanagementcontent_docsacmhorizontal_-inproduct-learn)
 
 When you create a [compute instance](concept-compute-instance.md), the VM stays on so it is available for your work.  
-* [Enable idle shutdown (preview)](how-to-create-manage-compute-instance.md#enable-idle-shutdown-preview) to save on cost when the VM has been idle for a specified time period.
+* [Enable idle shutdown (preview)](how-to-create-manage-compute-instance.md#enable-idle-shutdown) to save on cost when the VM has been idle for a specified time period.
 * Or [set up a schedule](how-to-create-manage-compute-instance.md#schedule-automatic-start-and-stop) to automatically start and stop the compute instance (preview) to save cost when you aren't planning to use it.
 
  
diff --git a/articles/machine-learning/concept-vulnerability-management.md b/articles/machine-learning/concept-vulnerability-management.md
@@ -73,7 +73,7 @@ It's a shared responsibility between you and Microsoft to ensure that your envir
 
 ### Compute instance
 
-Compute instances get the latest VM images at the time of provisioning. Microsoft releases new VM images on a monthly basis. Once a compute instance is deployed, it does not get actively updated. You could [query an instance's operating system version](how-to-create-manage-compute-instance.md#audit-and-observe-compute-instance-version-preview). To keep current with the latest software updates and security patches, you could:
+Compute instances get the latest VM images at the time of provisioning. Microsoft releases new VM images on a monthly basis. Once a compute instance is deployed, it does not get actively updated. You could [query an instance's operating system version](how-to-create-manage-compute-instance.md#audit-and-observe-compute-instance-version). To keep current with the latest software updates and security patches, you could:
 
 1. Recreate a compute instance to get the latest OS image (recommended)
 
diff --git a/articles/machine-learning/how-to-access-terminal.md b/articles/machine-learning/how-to-access-terminal.md
@@ -43,7 +43,7 @@ To access the terminal:
 
 In addition to the steps above, you can also access the terminal from:
 
-* RStudio or Posit Workbench (formerly RStudio Workbench) (See [Add custom applications such as RStudio or Posit Workbench)](how-to-create-manage-compute-instance.md?tabs=python#add-custom-applications-such-as-rstudio-or-posit-workbench-preview)): Select the **Terminal** tab on top left.
+* RStudio or Posit Workbench (formerly RStudio Workbench) (See [Add custom applications such as RStudio or Posit Workbench)](how-to-create-manage-compute-instance.md?tabs=python#add-custom-applications-such-as-rstudio-or-posit-workbench)): Select the **Terminal** tab on top left.
 * Jupyter Lab:  Select the **Terminal** tile under the **Other** heading in the Launcher tab.
 * Jupyter:  Select **New>Terminal** on top right in the Files tab.
 * SSH to the machine, if you enabled SSH access when the compute instance was created.
@@ -69,7 +69,7 @@ To integrate Git with your Azure Machine Learning workspace, see  [Git integrati
 
 Or you can install packages directly in Jupyter Notebook, RStudio, or Posit Workbench (formerly RStudio Workbench):
 
-* RStudio or Posit Workbench(see [Add custom applications such as RStudio or Posit Workbench](how-to-create-manage-compute-instance.md#add-custom-applications-such-as-rstudio-or-posit-workbench-preview)): Use the **Packages** tab on the bottom right, or the **Console** tab on the top left.  
+* RStudio or Posit Workbench(see [Add custom applications such as RStudio or Posit Workbench](how-to-create-manage-compute-instance.md#add-custom-applications-such-as-rstudio-or-posit-workbench)): Use the **Packages** tab on the bottom right, or the **Console** tab on the top left.  
 * Python: Add install code and execute in a Jupyter Notebook cell.
 
 > [!NOTE]
diff --git a/articles/machine-learning/how-to-configure-environment.md b/articles/machine-learning/how-to-configure-environment.md
@@ -149,7 +149,7 @@ Create one anytime from within your Azure Machine Learning workspace. Provide ju
 To learn more about compute instances, including how to install packages, see [Create and manage an Azure Machine Learning compute instance](how-to-create-manage-compute-instance.md).
 
 > [!TIP]
-> To prevent incurring charges for an unused compute instance, [enable idle shutdown](how-to-create-manage-compute-instance.md#enable-idle-shutdown-preview).
+> To prevent incurring charges for an unused compute instance, [enable idle shutdown](how-to-create-manage-compute-instance.md#enable-idle-shutdown).
 
 In addition to a Jupyter Notebook server and JupyterLab, you can use compute instances in the [integrated notebook feature inside of Azure Machine Learning studio](how-to-run-jupyter-notebooks.md).
 
diff --git a/articles/machine-learning/how-to-manage-optimize-cost.md b/articles/machine-learning/how-to-manage-optimize-cost.md
@@ -90,7 +90,7 @@ Low-Priority VMs have a single quota separate from the dedicated quota value, wh
 ## Schedule compute instances
 
 When you create a [compute instance](concept-compute-instance.md), the VM stays on so it is available for your work.  
-* [Enable idle shutdown (preview)](how-to-create-manage-compute-instance.md#enable-idle-shutdown-preview) to save on cost when the VM has been idle for a specified time period.
+* [Enable idle shutdown (preview)](how-to-create-manage-compute-instance.md#enable-idle-shutdown) to save on cost when the VM has been idle for a specified time period.
 * Or [set up a schedule](how-to-create-manage-compute-instance.md#schedule-automatic-start-and-stop) to automatically start and stop the compute instance (preview) to save cost when you aren't planning to use it.
 
 ## Use reserved instances
diff --git a/articles/machine-learning/v1/how-to-configure-environment-v1.md b/articles/machine-learning/v1/how-to-configure-environment-v1.md
@@ -149,7 +149,7 @@ Create one anytime from within your Azure Machine Learning workspace. Provide ju
 To learn more about compute instances, including how to install packages, see [Create and manage an Azure Machine Learning compute instance](../how-to-create-manage-compute-instance.md).
 
 > [!TIP]
-> To prevent incurring charges for an unused compute instance, [stop the compute instance](../how-to-create-manage-compute-instance.md#manage). Or [enable idle shutdown](../how-to-create-manage-compute-instance.md#enable-idle-shutdown-preview) for the compute instance.
+> To prevent incurring charges for an unused compute instance, [stop the compute instance](../how-to-create-manage-compute-instance.md#manage). Or [enable idle shutdown](../how-to-create-manage-compute-instance.md#enable-idle-shutdown) for the compute instance.
 
 In addition to a Jupyter Notebook server and JupyterLab, you can use compute instances in the [integrated notebook feature inside of Azure Machine Learning studio](../how-to-run-jupyter-notebooks.md).
 
