2025_05 - Fix monthly broken links

Author: Albertyang0

articles/machine-learning/data-science-virtual-machine/dsvm-tutorial-bicep.md

@@ -20,11 +20,11 @@ This quickstart shows how to create an Ubuntu Data Science Virtual Machine using
 
 ## Prerequisites
 
-An Azure subscription. If you don't have an Azure subscription, create a [free account](https://azure.microsoft.com/free/services/machine-learning/) before you begin.
+An Azure subscription. If you don't have an Azure subscription, create a [free account](https://azure.microsoft.com/products/machine-learning/) before you begin.
 
 ## Review the Bicep file
 
-This quickstart uses the Bicep file from the [Azure Quickstart Templates](https://azure.microsoft.com/resources/templates/vm-ubuntu-DSVM-GPU-or-CPU/).
+This quickstart uses the Bicep file from the Azure Quickstart Templates.
 
 :::code language="bicep" source="~/quickstart-templates/application-workloads/datascience/vm-ubuntu-DSVM-GPU-or-CPU/main.bicep":::
 

articles/machine-learning/data-science-virtual-machine/dsvm-tutorial-resource-manager.md

@@ -30,7 +30,7 @@ If your environment meets the prerequisites and you know how to use ARM template
 
 ## Review the template
 
-You can find the template used in this quickstart at the [Azure Quickstart Templates](https://azure.microsoft.com/resources/templates/vm-ubuntu-DSVM-GPU-or-CPU/) resource.
+You can find the template used in this quickstart at the Azure Quickstart Templates resource.
 
 :::code language="json" source="~/quickstart-templates/application-workloads/datascience/vm-ubuntu-DSVM-GPU-or-CPU/azuredeploy.json":::
 

articles/machine-learning/data-science-virtual-machine/vm-do-ten-things.md

@@ -38,7 +38,7 @@ In this article, you learn how to use your DSVM to both handle data science task
 
 ## Prerequisites
 
-- An Azure subscription. If you don't have an Azure subscription, create a [free account](https://azure.microsoft.com/free/services/machine-learning/) before you begin.
+- An Azure subscription. If you don't have an Azure subscription, create a [free account](https://azure.microsoft.com/products/machine-learning/) before you begin.
 - A provisioned DSVM on the Azure portal. For more information, visit the [Creating a virtual machine](https://portal.azure.com/#create/microsoft-dsvm.dsvm-windowsserver-2016) resource.
 
 [!INCLUDE [updated-for-az](~/reusable-content/ce-skilling/azure/includes/updated-for-az.md)]