Merge pull request #227200 from fbsolo-ms1/updates-for-YP

Map Sheri (sgilley) to the relevant data labeling user stories . . .

Author: v-shils

articles/machine-learning/how-to-add-users.md

@@ -4,7 +4,7 @@ title.suffix: Azure Machine Learning
 description: Add users to your data labeling project so that they can label data, but not see the rest of your workspace.
 author: kvijaykannan 
 ms.author: vkann 
-ms.reviewer: franksolomon
+ms.reviewer: sgilley
 ms.service: machine-learning
 ms.subservice: mldata
 ms.topic: how-to

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

@@ -4,7 +4,7 @@ titleSuffix: Azure Machine Learning
 description: Create a project to label images with the data labeling tool. Enable ML assisted labeling, or human in the loop labeling, to aid with the task.
 author: kvijaykannan 
 ms.author: vkann 
-ms.reviewer: franksolomon
+ms.reviewer: sgilley
 ms.service: machine-learning
 ms.subservice: mldata
 ms.topic: how-to

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

@@ -4,7 +4,7 @@ titleSuffix: Azure Machine Learning
 description: Create a project to label text using the data labeling tool. Specify either a single label or multiple labels to apply to each piece of text.
 author: kvijaykannan 
 ms.author: vkann 
-ms.reviewer: franksolomon
+ms.reviewer: sgilley
 ms.service: machine-learning
 ms.subservice: mldata
 ms.topic: how-to

articles/machine-learning/how-to-outsource-data-labeling.md

@@ -16,7 +16,7 @@ ms.topic: how-to
 
 # Work with a data labeling vendor company
 
-Learn how to engage a data labeling vendor company to help you label your data. You can learn more about these companies and the labeling services they provide in their listing pages in [Azure Marketplace](https://azuremarketplace.microsoft.com/marketplace/consulting-services?page=1&search=AzureMLVend).
+Learn how to engage a data labeling vendor company to help you label your data. Learn more about these companies, and the labeling services they provide, in their [Azure Marketplace](https://azuremarketplace.microsoft.com/marketplace/consulting-services?page=1&search=AzureMLVend) listing pages.
 
 
 ## Workflow summary
@@ -29,28 +29,28 @@ Before you create your data labeling project:
 
 1. Contact and enter into a contract with the labeling service provider.
 
-Once the contract with the vendor labeling company is in place:
+Once you have the contract with the vendor labeling company in place:
 
-1. Create the labeling project in [Azure Machine Learning studio](https://ml.azure.com). For more details on creating a project, see how to create an [image labeling project](how-to-create-image-labeling-projects.md) or [text labeling project](how-to-create-text-labeling-projects.md).
-1. You're not limited to using a data labeling provider from Azure Marketplace.  But if you do use a provider from Azure Marketplace:
+1. Create the labeling project in the [Azure Machine Learning studio](https://ml.azure.com). To learn more about project creation, see how to create an [image labeling project](how-to-create-image-labeling-projects.md) or [text labeling project](how-to-create-text-labeling-projects.md).
+1. You're not limited the data labeling providers listed in the Azure Marketplace. However, if you do use a provider from the Azure Marketplace:
     1. Select **Use a vendor labeling company from Azure Marketplace** in the workforce step.
     1. Select the appropriate data labeling company in the dropdown.
 
     > [!NOTE]
-    > The vendor labeling company name cannot be changed after you create the labeling project.
+    > You cannot change the vendor labeling company name after you create the labeling project.
 
-1. For any provider, whether found through Azure Marketplace or elsewhere, enable access (`labeler` role, `techlead` role) to the vendor labeling company using Azure Role Based Access (RBAC). These roles will allow the company to access resources to annotate your data.
+1. For any provider, found through Azure Marketplace or somewhere else, use Azure Role Based Access (RBAC) to enable access (`labeler` role, `techlead` role) to the vendor labeling company. These roles will allow the company to access resources to annotate your data.
 
 ## <a name="review"></a> Select a company
 
-Microsoft has identified some labeling service providers with knowledge and experience who may be able to meet your needs. You can learn about the labeling service providers and choose a provider, taking into account the needs and requirements of your project(s) in their listing pages in [Azure Marketplace](https://azuremarketplace.microsoft.com/marketplace/consulting-services?page=1&search=AzureMLVend).
+Microsoft has identified some labeling service providers, with knowledge and experience, who can potentially meet your needs. Taking into account the needs and requirements of your project(s), you can learn about the labeling service providers, and choose a provider, in the provider listing pages at the [Azure Marketplace](https://azuremarketplace.microsoft.com/marketplace/consulting-services?page=1&search=AzureMLVend).
 
 > [!IMPORTANT]
-> You can learn more about these companies and the labeling services they provide in their listing pages in Azure Marketplace. You are responsible for any decision to use a labeling company that offers services through Azure Marketplace, and you should independently assess whether a labeling company and its experience, services, staffing, terms, etc. will meet your project requirements. You may contact a labeling company that offers services through Azure Marketplace using the **Contact me** option in Azure Marketplace, and you can expect to hear from a contacted company within three business days. You will contract with and make payment to the labeling company directly.
+> You can learn more about these companies, and the labeling services they provide, in their listing pages in Azure Marketplace. You are responsible for any decision to use a labeling company that offers services through Azure Marketplace, and you should independently assess whether a labeling company and its experience, services, staffing, terms, etc. will meet your project requirements. You may contact a labeling company that offers services through Azure Marketplace using the **Contact me** option in Azure Marketplace, and you can expect to hear from a contacted company within three business days. You will contract with and make payment to the labeling company directly.
 
 Microsoft periodically reviews the list of potential labeling service providers in Azure Marketplace and may add or remove providers from the list at any time.  
 
-* If a provider is removed, it won't affect any existing projects, or that company's access to those projects.
+* If a provider is removed, it won't affect any existing projects, or the access of that company to those projects.
 * If you use a provider who is no longer listed in Azure Marketplace, don't select the **Use a vendor labeling company from Azure Marketplace** option in your new project.
 * A removed provider will no longer have a listing in Azure Marketplace.
 * A removed provider will no longer be able to be contacted through Azure Marketplace.
@@ -63,18 +63,18 @@ Below are vendor labeling companies who might help in getting your data labeled
 
 * [Quadrant Resource](https://azuremarketplace.microsoft.com/marketplace/consulting-services/quadrantresourcellc1587325810226.quadrant_resource_data_labeling)
 
-## Enter into a contract 
+## Enter into a contract
 
-After you have selected the labeling company you want to work with, you need to enter into a contract directly with the labeling company setting forth the terms of your engagement. Microsoft is not a party to this agreement and plays no role in determining or negotiating its terms. Amounts payable under this agreement will be paid directly to the labeling company.
+After you select the labeling company you want to work with, you must enter into a contract directly with that labeling company, setting forth the terms of your engagement. Microsoft is not a party to this agreement, and plays no role in determining or negotiating its terms. Amounts payable under this agreement will be paid directly to the labeling company.
 
-If you enable ML Assisted labeling in a labeling project, Microsoft will charge you separately for the compute resources consumed in connection with this service. All other charges associated with your use of Azure Machine Learning (such as storage of data used in your Azure Machine Learning workspace) are governed by the terms of your agreement with Microsoft.
+If you enable ML Assisted labeling in a labeling project, Microsoft will charge you separately for the compute resources consumed in connection with this service. The terms of your agreement with Microsoft govern all other charges associated with your use of Azure Machine Learning (for example, storage of data used in your Azure Machine Learning workspace).
 
 ## Enable access
 
-In order for the vendor labeling company to have access into your projects, you'll next [add them as labelers to your project](how-to-add-users.md).  If you are planning to use multiple vendor labeling companies for different labeling projects, we recommend you create separate workspaces for each company.
+In order for the vendor labeling company to have access to your project resources, you'll next [add them as labelers to your project](how-to-add-users.md). If you plan to use multiple vendor labeling companies for different labeling projects, we recommend that you create separate workspaces for each company.
 
 > [!IMPORTANT]
-> You, and not Microsoft, are responsible for all aspects of your engagement with a labeling company, including but not limited to issues relating to scope, quality, schedule, and pricing.
+> You, and not Microsoft, are responsible for all aspects of your engagement with a labeling company, including but not limited to issues involving scope, quality, schedule, and pricing.
 
 ## Next steps