updated with new images

Author: Larry Franks

articles/machine-learning/how-to-use-event-grid.md

@@ -9,7 +9,7 @@ ms.topic: conceptual
 ms.author: shipatel
 author: shivp950
 ms.reviewer: larryfr
-ms.date: 03/05/2020
+ms.date: 03/11/2020
 ---
 
 
@@ -43,7 +43,7 @@ Use Event Grid to enable common scenarios such as:
 
 1. Select the event type to consume. For example, the following screenshot has selected __Model registered__, __Model deployed__, __Run completed__, and __Dataset drift detected__:
 
-    ![add-event-type](./media/how-to-use-event-grid/add-event-type-updated.PNG)
+    ![add-event-type](./media/how-to-use-event-grid/add-event-type-updated.png)
 
 1. Select the endpoint to publish the event to. In the following screenshot, __Event hub__ is the selected endpoint:
 
@@ -79,7 +79,7 @@ az eventgrid event-subscription create \
 
 ## Filter Events
 
-When setting up your events you can apply filters to only trigger on specific event data. In the example below, for run status changed events, you can filter by run types. The event only triggers when the criteria is met. Refer to the [Azure Machine Learning event grid schema](/azure/event-grid/event-schema-machine-learning) to learn about event data you can filter by. 
+When setting up your events, you can apply filters to only trigger on specific event data. In the example below, for run status changed events, you can filter by run types. The event only triggers when the criteria is met. Refer to the [Azure Machine Learning event grid schema](/azure/event-grid/event-schema-machine-learning) to learn about event data you can filter by. 
 
 1. Go to the Azure portal, select a new subscription or an existing one.