Merge pull request #115720 from diberry/diberry/0519-luis-non-blocking

[Cogsvcs] LUIS - machine-learned -> learning 5

Author: v-albemi

articles/cognitive-services/LUIS/reference-entity-machine-learned-entity.md

@@ -1,7 +1,7 @@
 ---
-title: Machine-learned entity type - LUIS
+title: Machine-learning entity type - LUIS
 titleSuffix: Azure Cognitive Services
-description: The machine-learned entity is the preferred entity for building LUIS applications.
+description: The machine-learning entity is the preferred entity for building LUIS applications.
 services: cognitive-services
 author: diberry
 manager: nitinme
@@ -11,9 +11,9 @@ ms.topic: reference
 ms.date: 04/30/2020
 ms.author: diberry
 ---
-# Machine-learned entity
+# Machine-learning entity
 
-The machine-learned entity is the preferred entity for building LUIS applications.
+The machine-learning entity is the preferred entity for building LUIS applications.
 
 
 ## Example JSON
@@ -32,7 +32,7 @@ Example utterances include:
 
 #### [V3 prediction endpoint response](#tab/V3)
 
-Because a machine-learned entity can have many subentities with required features, this is just an example only. It should be considered a guide for what your entity will return.
+Because a machine-learning entity can have many subentities with required features, this is just an example only. It should be considered a guide for what your entity will return.
 
 Consider the query:
 
@@ -342,6 +342,6 @@ This entity isn't available in the V2 prediction runtime.
 
 ## Next steps
 
-Learn more about the machine-learned entity including a [tutorial](tutorial-machine-learned-entity.md), [concepts](luis-concept-entity-types.md#design-entities-for-decomposition), and [how-to guide](luis-how-to-add-entities.md#create-a-machine-learned-entity).
+Learn more about the machine-learning entity including a [tutorial](tutorial-machine-learned-entity.md), [concepts](luis-concept-entity-types.md#design-entities-for-decomposition), and [how-to guide](luis-how-to-add-entities.md#create-a-machine-learned-entity).
 
 Learn about the [list](reference-entity-list.md) entity and [regular expression](reference-entity-regular-expression.md) entity.

articles/cognitive-services/LUIS/toc.yml

@@ -378,7 +378,7 @@
     displayName: Calendar, Communication,Email,HomeAutomation,Note,Places, RestaurantReservation,ToDo,Utilities,Weather,Web
   - name: Custom entity reference
     items:
-    - name: machine-learning entity
+    - name: Machine-learning entity
       href: reference-entity-machine-learned-entity.md
     - name: Composite entity
       href: reference-entity-composite.md