Merge pull request #292516 from MicrosoftDocs/main

1/1/2025 AM Publish

Author: Albertyang0

articles/automation/automation-managing-data.md

@@ -3,7 +3,7 @@ title: Azure Automation data security
 description: This article helps you learn how Azure Automation protects your privacy and secures your data.
 services: automation
 ms.subservice: shared-capabilities
-ms.date: 09/09/2024
+ms.date: 01/01/2025
 ms.topic: overview
 ms.custom:
 ms.service: azure-automation
@@ -31,7 +31,7 @@ For information about TLS support with the Log Analytics agent for Windows and L
 
 ### Upgrade TLS protocol for Hybrid Workers and Webhook calls
 
-From **31 October 2024**, all agent-based and extension-based User Hybrid Runbook Workers, Webhooks, DSC nodes and Azure Automation Update management and Change Tracking managed machines, using Transport Layer Security (TLS) 1.0 and 1.1 protocols would no longer be able to connect to Azure Automation. All jobs running or scheduled on Hybrid Workers using TLS 1.0 and 1.1 protocols will fail. 
+From **March 01, 2025**, all agent-based and extension-based User Hybrid Runbook Workers, Webhooks, DSC nodes and Azure Automation Update management and Change Tracking managed machines, using Transport Layer Security (TLS) 1.0 and 1.1 protocols would no longer be able to connect to Azure Automation. All jobs running or scheduled on Hybrid Workers using TLS 1.0 and 1.1 protocols will fail. 
 
 Ensure that the Webhook calls that trigger runbooks navigate on TLS 1.2 or higher. Learn how to [disable TLS 1.0/1.1 protocols on Windows Hybrid Worker and enable TLS 1.2 or above](/system-center/scom/plan-security-tls12-config#configure-windows-operating-system-to-only-use-tls-12-protocol) on Windows machine. 
 

articles/defender-for-iot/organizations/getting-started.md

@@ -27,9 +27,12 @@ A trial license can be extended up to 15 days before the trail expires. For more
 
 Before you start, you need:
 
-1. An email address to be used as the contact for your new Microsoft Tenant
-1. A Billing Admin permissions (Entra ID role on the tenant)
-1. Credit card details for your new Azure subscription, although you aren't charged until you switch from the **Free Trial** to the **Pay-As-You-Go** plan
+1. An email address to be used as the contact for your new Microsoft tenant.
+1. A Microsoft tenant, with Global or Billing admin access to the tenant.
+
+    For more information, see [Buy or remove licenses for a Microsoft business subscription](/microsoft-365/commerce/licenses/buy-licenses) and [About admin roles in the Microsoft 365 admin center](/microsoft-365/admin/add-users/about-admin-roles).
+
+1. Credit card details for your new Azure subscription, although you aren't charged until you switch from the **Free Trial** to the **Pay-As-You-Go** plan.
 
 ## Add a trial license
 

articles/synapse-analytics/.openpublishing.redirection.synapse-analytics.json

@@ -25,6 +25,16 @@
             "redirect_url": "/azure/synapse-analytics/partner/data-integration",
             "redirect_document_id": false
         },
+        {
+            "source_path_from_root": "/articles/synapse-analytics/machine-learning/tutorial-automl.md",
+            "redirect_url": "/azure/synapse-analytics/machine-learning/what-is-machine-learning",
+            "redirect_document_id": false
+        },
+        {
+          "source_path_from_root": "/articles/synapse-analytics/spark/apache-spark-azure-machine-learning-tutorial.md",
+          "redirect_url": "/azure/synapse-analytics/machine-learning/what-is-machine-learning",
+          "redirect_document_id": false
+        },
         {
             "source_path_from_root": "/articles/synapse-analytics/sql-data-warehouse/sql-data-warehouse-partner-data-management.md",
             "redirect_url": "/azure/synapse-analytics/partner/data-management",

articles/synapse-analytics/database-designer/quick-start-create-lake-database.md

@@ -7,7 +7,7 @@ ms.reviewer: wiassaf, jovanpop
 ms.service: azure-synapse-analytics
 ms.subservice: database-editor
 ms.topic: quickstart
-ms.date: 08/16/2022
+ms.date: 12/31/2024
 ms.custom: template-concept
 ---
 
@@ -23,9 +23,9 @@ This quick start gives you a complete sample scenario on how you can apply datab
 
 ## Create a lake database from database templates
 
-Use the new database templates functionality to create a lake database that you can use to configure your data model for the database. 
+Use the new database templates functionality to create a lake database that you can use to configure your data model for the database.
 
-For our scenario we will use the `Retail` database template and select the following entities: 
+For our scenario we'll use the `Retail` database template and select the following entities:
 
 - **RetailProduct** - A product is anything that can be offered to a market that might satisfy a need by potential customers. That product is the sum of all physical, psychological, symbolic, and service attributes associated with it.
 - **Transaction** - The lowest level of executable work or customer activity.
@@ -43,7 +43,7 @@ The easiest way to find entities is by using the search box above the different
 
 After you have created the database, make sure the storage account and the filepath is set to a location where you wish to store the data. The path will default to the primary storage account within Azure Synapse Analytics but can be changed to your needs. 
 
- :::image type="content" source="./media/quick-start-create-lake-database/lake-database-example.png" alt-text="Screenshot of an individual entity properties in the Retail database template." lightbox="./media/quick-start-create-lake-database/lake-database-example.png":::
+ :::image type="content" source="./media/quick-start-create-lake-database/lake-database-example.png" alt-text="Screenshot of an individual entity property in the Retail database template." lightbox="./media/quick-start-create-lake-database/lake-database-example.png":::
 
 To save your layout and make it available within Azure Synapse, **Publish** all changes. This step completes the setup of the lake database and makes it available to all components within Azure Synapse Analytics and outside. 
 
@@ -77,10 +77,6 @@ df = spark.sql("SELECT * FROM `Retail_mil`.`RetailProduct`")
 df.show(10)
 ```
 
-## Train machine learning models
-
-You can use lake database to train your machine learning models and score the data. For more details [Train machine learning models](../machine-learning/tutorial-automl.md) 
-
 ## Next steps
 
 Continue to explore the capabilities of the database designer using the links below.