Merge pull request #187904 from aahill/baher-2

LUIS updates

Author: ShannonLeavitt

articles/cognitive-services/LUIS/luis-reference-regions.md

@@ -6,7 +6,7 @@ ms.subservice: language-understanding
 author: aahill
 ms.author: aahi
 ms.topic: reference
-ms.date: 05/27/2021
+ms.date: 02/08/2022
 ms.custom: references_regions
 ---
 
@@ -19,6 +19,8 @@ LUIS authoring regions are supported by the LUIS portal. To publish a LUIS app t
 
 ## LUIS Authoring regions
 
+Authoring regions are the regions where the application gets created and the training take place.
+
 LUIS has the following authoring regions available:
 
 * Australia east
@@ -33,6 +35,9 @@ LUIS has one portal you can use regardless of region, [www.luis.ai](https://www.
 
 ## Publishing regions and Azure resources
 
+Publishing regions are the regions where the application will be used in runtime. To use the application in a publishing region, you must create a resource in this region and publish your application to it.
+
+
 The app is published to all regions associated with the LUIS resources added in the LUIS portal. For example, for an app created on [www.luis.ai][www.luis.ai], if you create a LUIS or Cognitive Service resource in **westus** and [add it to the app as a resource](luis-how-to-azure-subscription.md), the app is published in that region.
 
 ## Public apps
@@ -42,20 +47,26 @@ A public app is published in all regions so that a user with a region-based LUIS
 
 ## Publishing regions are tied to authoring regions
 
+When you first create our LUIS application, you are required to choose an [authoring region](#luis-authoring-regions). To use the application in runtime, you are required to create a publishing region.
+
 The authoring region app can only be published to a corresponding publish region. If your app is currently in the wrong authoring region, export the app, and import it into the correct authoring region for your publishing region.
 
 > [!NOTE]
 > LUIS apps created on https://www.luis.ai can now be published to all endpoints including the [European](#publishing-to-europe) and [Australian](#publishing-to-australia) regions.
 
 ## Single data residency
 
-The following publishing regions do not have a backup region:
+Regions that fall under single data residency are the regions where data do not leave the boundaries of the region. 
+
+The following publishing regions do not have a failover region:
+
 
 * Brazil South
 * Southeast Asia
 
 > [!Note]
-> Make sure to set `log=false` for [V3 APIs](https://westus.dev.cognitive.microsoft.com/docs/services/luis-endpoint-api-v3-0/operations/5cb0a91e54c9db63d589f433) to disable active learning. By default this value is `false`, to ensure that data does not leave the boundaries of the publishing region. If `log=true`, data is returned to the authoring region for active learning even if it is one of the single publishing regions.
+> * Make sure to set `log=false` for [V3 APIs](https://westus.dev.cognitive.microsoft.com/docs/services/luis-endpoint-api-v3-0/operations/5cb0a91e54c9db63d589f433) to disable active learning. By default this value is `false`, to ensure that data does not leave the boundaries of the publishing region. 
+> * If `log=true`, data is returned to the authoring region for active learning even if the publishing region is one of the single data residnecy regions.
 
 
 ## Publishing to Europe
@@ -108,6 +119,9 @@ Learn more about the [authoring and prediction endpoints](developer-reference-re
 
 Each region has a secondary region to fail over to. Europe fails over inside Europe and Australia fails over inside Australia.
 
+Publishing regions that fall under [single data residency](#single-data-residency) do not have a failover region.
+
+
 Authoring regions have [paired fail-over regions](../../availability-zones/cross-region-replication-azure.md).
 
 ## Next steps

articles/cognitive-services/Speech-Service/how-to-recognize-intents-from-speech-csharp.md

@@ -8,7 +8,7 @@ manager: nitinme
 ms.service: cognitive-services
 ms.subservice: speech-service
 ms.topic: conceptual
-ms.date: 02/10/2020
+ms.date: 02/08/2022
 ms.author: eur
 ms.devlang: csharp
 ms.custom: devx-track-csharp
@@ -56,7 +56,7 @@ When you create a LUIS app, LUIS automatically generates a authoring key so you
 
 After you create the LUIS resource in the Azure dashboard, log into the [LUIS portal](https://www.luis.ai/home), choose your application on the **My Apps** page, then switch to the app's **Manage** page. Finally, select **Azure Resources** in the sidebar.
 
-![LUIS portal keys and endpoint settings](media/sdk/luis-keys-endpoints-page.png)
+:::image type="content" source="media/sdk/luis-keys-endpoints-page.png" alt-text="A screenshot of the LUIS portal keys and endpoint settings." lightbox="media/sdk/luis-keys-endpoints-page.png":::
 
 On the **Azure Resources** page: