updates from Vijai

Author: sdgilley

articles/machine-learning/how-to-create-image-labeling-projects.md

@@ -237,6 +237,10 @@ View and change details of your project.  In this tab you can:
 
 [!INCLUDE [add-label](../../includes/machine-learning-data-labeling-add-label.md)]
 
+## Start an ML assisted labeling task
+
+[!INCLUDE [start-ml-assist](../../includes/machine-learning-data-labeling-start-ml-assist.md)]
+
 ## Export the labels
 
 Use the **Export** button on the **Project details** page of your labeling project. You can export the label data for Machine Learning experimentation at any time.

articles/machine-learning/how-to-create-text-labeling-projects.md

@@ -114,6 +114,7 @@ To directly upload your data:
 > [!NOTE]
 > Incremental refresh is available for projects that use tabular (.csv or .tsv) dataset input. However, only new tabular files are added.  Changes to existing tabular files will not be recognized from the refresh.
 
+
 ## Specify label categories
 
 [!INCLUDE [classes](../../includes/machine-learning-data-labeling-classes.md)]
@@ -212,6 +213,7 @@ View and change details of your project.  In this tab you can:
 * View details of the storage container used to store labeled outputs in your project
 * Add labels to your project
 * Edit instructions you give to your labels
+* Change settings for ML assisted labeling, and kick off a labeling task
 
 ### Access for labelers
 
@@ -221,6 +223,10 @@ View and change details of your project.  In this tab you can:
 
 [!INCLUDE [add-label](../../includes/machine-learning-data-labeling-add-label.md)]
 
+## Start an ML assisted labeling task
+
+[!INCLUDE [start-ml-assist](../../includes/machine-learning-data-labeling-start-ml-assist.md)]
+
 ## Export the labels
 
 Use the **Export** button on the **Project details** page of your labeling project. You can export the label data for Machine Learning experimentation at any time.

includes/machine-learning-data-labeling-refresh.md

@@ -15,6 +15,7 @@ Select **Enable incremental refresh at regular intervals** when you want your pr
 Unselect if you don't want new files in the datastore to automatically be added to your project.
 
 > [!IMPORTANT]
-> Don't create a new version for the dataset you want to update.  If you do, the updates will not be seen, as the data labeling project is pinned to the initial version.  Instead, use [Azure Storage Explorer](https://azure.microsoft.com/features/storage-explorer/) to modify your data in the appropriate folder in the blob storage.  
+> Don't create a new version for the dataset you want to update.  If you do, the updates will not be seen, as the data labeling project is pinned to the initial version.  Instead, use [Azure Storage Explorer](https://azure.microsoft.com/features/storage-explorer/) to modify your data in the appropriate folder in the blob storage. 
+> Also, don't remove data. Removing data from the dataset your project uses will cause an error in the project. 
 
 After the project is created, use the [**Details**](#details-tab) tab to change **incremental refresh**, view the timestamp for the last refresh, and request an immediate refresh of data.

includes/machine-learning-data-labeling-start-ml-assist.md

@@ -0,0 +1,18 @@
+---
+author: sgilley
+ms.service: machine-learning
+ms.topic: include
+ms.date: 01/27/2023
+ms.author: sdgilley
+---
+
+ML assisted labeling starts automatically after a certain number of items have been labeled.  This automatic threshhold varies by project.  However, you can manually start an ML assisted training run, as long as your your project contains at least some labeled data.
+
+> [!NOTE]
+> On-demand training is not available for projects created before December, 2022.  Create a new project to use this feature.
+
+Use the **Details** section to start a new ML assisted training run.
+
+1. At the top of your project, select **Details**.
+1. On the side navigation for **Details**, select **ML assisted labeling**
+1. Scroll to the bottom if necessary and select **Start** for **On-demand training**