edits

Author: diberry

articles/cognitive-services/LUIS/luis-how-to-add-intents.md

@@ -27,7 +27,8 @@ Intents are managed from top navigation bar's **Build** section, then from the l
 1. On the **Intents** page, select **+ Create**.
 1. In the **Create new intent** dialog box, enter the intent name, for example `ModifyOrder`, and select **Done**.
 
-    ![Add Intent](./media/luis-how-to-add-intents/Addintent-dialogbox.png)
+    > [!div class="mx-imgBorder"]
+    > ![Add Intent](./media/luis-how-to-add-intents/Addintent-dialogbox.png)
 
     The intent needs example utterances.
 
@@ -37,7 +38,8 @@ Example utterances are text examples of user questions or commands. To teach Lan
 
 1. On the intent details page, enter a relevant utterance you expect from your users, such as `Deliver a large cheese pizza` in the text box below the intent name, and then press Enter.
 
-    ![Screenshot of Intents details page, with utterance highlighted](./media/luis-how-to-add-intents/add-new-utterance-to-intent.png) 
+    > [!div class="mx-imgBorder"]
+    > ![Screenshot of Intents details page, with utterance highlighted](./media/luis-how-to-add-intents/add-new-utterance-to-intent.png) 
 
     LUIS converts all utterances to lowercase and adds spaces around [tokens](luis-language-support.md#tokenization) such as hyphens.
 
@@ -53,56 +55,27 @@ To find utterance prediction errors and fix them, use the **Filter** options of
 
 When the filters and view are applied, and there are example utterances with errors, the example utterance list shows the utterances and the issues.
 
-![![When the filters and view are applied, and there are example utterances with errors, the example utterance list shows the utterances and the issues.](./media/luis-how-to-add-intents/find-errors-in-utterances.png)](./media/luis-how-to-add-intents/find-errors-in-utterances.png#lightbox)
+> [!div class="mx-imgBorder"]
+> ![![When the filters and view are applied, and there are example utterances with errors, the example utterance list shows the utterances and the issues.](./media/luis-how-to-add-intents/find-errors-in-utterances.png)](./media/luis-how-to-add-intents/find-errors-in-utterances.png#lightbox)
 
 Each row shows the current training's prediction score for the example utterance, the nearest rival's score, which is the difference in these two scores. 
 
 ### Fixing intents
 
 To learn how to fix intent prediction errors, use the [Summary Dashboard](luis-how-to-use-dashboard.md). The summary dashboard provides analysis for the active version's last training and offers the top suggestions to fix your model.  
 
-## Add a custom entity
-
-Once an utterance is added to an intent, you can select text from within the utterance to create a custom entity. A custom entity is a way to tag text for extraction, along with the correct intent. 
-
-See [Add entity to utterance](luis-how-to-add-example-utterances.md) to learn more.
-
-## Entity prediction discrepancy errors 
-
-The entity is underlined in red to indicate an [entity prediction discrepancy](luis-how-to-add-example-utterances.md#entity-status-predictions). Because this is the first occurrence of an entity, there are not enough examples for LUIS to have a high-confidence that this text is tagged with the correct entity. This discrepancy is removed when the app is trained. 
-
-![Screenshot of Intents details page, custom entity name highlighted in blue](./media/luis-how-to-add-intents/create-custom-entity-name-blue-highlight.png) 
-
-The text is highlighted in blue, indicating an entity.  
-
-## Add a prebuilt entity
-
-For information, see [Prebuilt entity](luis-how-to-add-entities.md#add-a-prebuilt-entity-to-your-app).
-
 ## Using the contextual toolbar
 
-When one or more example utterances are selected in the list, by checking the box to the left of an utterance, the toolbar above the utterance list allows you to perform the following actions:
-
-* Reassign intent: move utterance(s) to different intent
-* Delete utterance(s)
-* Entity filters: only show utterances containing filtered entities
-* Show all/Errors only: show utterances with prediction errors or show all utterances
-* Entities/Tokens view: show entities view with entity names or show raw text of utterance
-* Magnifying glass: search for utterances containing specific text
-
-## Working with an individual utterance
-
-The following actions can be performed on an individual utterance from the ellipsis menu to the right of the utterance:
-
-* Edit: change the text of the utterance
-* Delete: remove the utterance from the intent. If you still want the utterance, a better method is to move it to the **None** intent. 
-* Add a pattern: A pattern allows you to take a common utterance and mark replaceable text and ignorable text, thereby reducing the need for more utterances in the intent. 
+The context toolbar provides other actions:
 
-The **Labeled intent** column allows you to change the intent of the utterance.
+* Edit or delete example utterance
+* Reassign example utterance to a different intent
+* Filters and views: only show utterances containing filtered entities or view optional details
+* Search through example utterances
 
 ## Train your app after changing model with intents
 
-After you add, edit, or remove intents, [train](luis-how-to-train.md) and [publish](luis-how-to-publish-app.md) your app so that your changes are applied to endpoint queries. 
+After you add, edit, or remove intents, [train](luis-how-to-train.md) and [publish](luis-how-to-publish-app.md) your app so that your changes are applied to endpoint queries. Do not train after every single change. Train after a group of changes. 
 
 ## Next steps