Acrolinx spaces in "shutdown"

Author: JamesJBarnett

articles/machine-learning/how-to-create-manage-compute-instance.md

@@ -115,7 +115,7 @@ Where the file *create-instance.yml* is:
 1. <a name="advanced-settings"></a> Select **Next: Advanced Settings** if you want to:
 
     * Enable idle shutdown (preview). Configure a compute instance to automatically shut down if it's inactive. For more information, see [enable idle shutdown](#enable-idle-shutdown-preview).
-    * Add schedule. Schedule times for the compute instance to automatically start and/or shutdown. See [schedule details](#schedule-automatic-start-and-stop) below.
+    * Add schedule. Schedule times for the compute instance to automatically start and/or shut down. See [schedule details](#schedule-automatic-start-and-stop) below.
     * Enable SSH access.  Follow the [detailed SSH access instructions](#enable-ssh-access) below.
     * Enable virtual network. Specify the **Resource group**, **Virtual network**, and **Subnet** to create the compute instance inside an Azure Virtual Network (vnet). You can also select __No public IP__ (preview) to prevent the creation of a public IP address, which requires a private link workspace. You must also satisfy these [network requirements](./how-to-secure-training-vnet.md) for virtual network setup. 
     * Assign the computer to another user. For more about assigning to other users, see [Create on behalf of](#create-on-behalf-of-preview)
@@ -173,7 +173,7 @@ The data scientist can start, stop, and restart the compute instance. They can u
 > The preview version is provided without a service level agreement, and it's not recommended for production workloads. Certain features might not be supported or might have constrained capabilities.
 > For more information, see [Supplemental Terms of Use for Microsoft Azure Previews](https://azure.microsoft.com/support/legal/preview-supplemental-terms/).
 
-To avoid getting charged for a compute instance that is switched on but inactive, you can configure when to shutdown your compute instance due to inactivity.
+To avoid getting charged for a compute instance that is switched on but inactive, you can configure when to shut down your compute instance due to inactivity.
 
 A compute instance is considered inactive if the below conditions are met:
 * No active Jupyter Kernel sessions (which translates to no Notebooks usage via Jupyter, JupyterLab or Interactive notebooks)
@@ -330,7 +330,7 @@ Define multiple schedules for auto-shutdown and auto-start. For instance, create
 
 Schedules can also be defined for [create on behalf of](#create-on-behalf-of-preview) compute instances. You can create a schedule that creates the compute instance in a stopped state. Stopped compute instances are useful when you create a compute instance on behalf of another user.
 
-Prior to a scheduled shutdown, users will see a notification alerting them that the Compute Instance is about to shutdown. At that point, the user can choose to dismiss the upcoming shutdown event, if for example they are in the middle of using their Compute Instance.
+Prior to a scheduled shutdown, users will see a notification alerting them that the Compute Instance is about to shut down. At that point, the user can choose to dismiss the upcoming shutdown event, if for example they are in the middle of using their Compute Instance.
 
 ### Create a schedule in studio