Merge pull request #5225 from MicrosoftDocs/main

5/27/2025 PM Publish

Author: Taojunshen

articles/ai-services/language-service/question-answering/how-to/network-isolation.md

@@ -21,12 +21,12 @@ Private endpoints are provided by [Azure Private Link](/azure/private-link/priva
 
 ## Steps to enable private endpoint
 
-1. Assign *Contributer* role to language resource (Depending on the context this may appear as a Text Analytics resource) in the Azure Search Service instance. This operation requires *Owner* access to the subscription. Go to Identity tab in the service resource to get the identity.
+1. Assign *Contributor* role to language resource (Depending on the context this may appear as a Text Analytics resource) in the Azure Search Service instance. This operation requires *Owner* access to the subscription. Go to Identity tab in the service resource to get the identity.
 
 > [!div class="mx-imgBorder"]
 > ![Text Analytics Identity](../../../QnAMaker/media/qnamaker-reference-private-endpoints/private-endpoints-identity.png)
 
-2. Add the above identity as *Contributer* by going to Azure Search Service IAM tab.
+2. Add the above identity as *Contributor* by going to Azure Search Service IAM tab.
 
 ![Managed service IAM](../../../QnAMaker/media/qnamaker-reference-private-endpoints/private-endpoint-access-control.png)
 

articles/ai-services/qnamaker/reference-private-endpoint.md

@@ -22,12 +22,12 @@ Private endpoints are provided by [Azure Private Link](/azure/private-link/priva
 > * A [Text Analytics resource](https://portal.azure.com/?quickstart=true#create/Microsoft.CognitiveServicesTextAnalytics) (with Custom question answering feature) created in the Azure portal. Remember your Microsoft Entra ID, Subscription, Text Analytics resource name you selected when you created the resource.
 
 ## Steps to enable private endpoint
-1. Assign *Contributer* role to Text Analytics service in the Azure Search Service instance. This operation requires *Owner* access to the subscription. Go to Identity tab in the service resource to get the identity.
+1. Assign *Contributor* role to Text Analytics service in the Azure Search Service instance. This operation requires *Owner* access to the subscription. Go to Identity tab in the service resource to get the identity.
 
 > [!div class="mx-imgBorder"]
 > ![Text Analytics Identity](../qnamaker/media/qnamaker-reference-private-endpoints/private-endpoints-identity.png)
 
-1. Add the above identity as *Contributer* by going to Azure Search Service IAM tab.
+1. Add the above identity as *Contributor* by going to Azure Search Service IAM tab.
 
 ![Managed service IAM](../qnamaker/media/qnamaker-reference-private-endpoints/private-endpoint-access-control.png)
 

articles/machine-learning/how-to-use-mlflow-configure-tracking.md

@@ -35,7 +35,7 @@ However, if you work outside Azure Machine Learning, you need to configure MLflo
   ```
 
   > [!TIP]
-  > Instead of `mlflow`, consider using [`mlflow-skinny`](https://github.com/mlflow/mlflow/blob/master/README_SKINNY.md). This package is a lightweight MLflow package without SQL storage, server, UI, or data science dependencies. It's recommended for users who primarily need MLflow tracking and logging capabilities but don't want to import the full suite of features, including deployments.
+  > Instead of `mlflow`, consider using [`mlflow-skinny`](https://github.com/mlflow/mlflow/blob/master/skinny/README_SKINNY.md). This package is a lightweight MLflow package without SQL storage, server, UI, or data science dependencies. It's recommended for users who primarily need MLflow tracking and logging capabilities but don't want to import the full suite of features, including deployments.
 
 - An Azure Machine Learning workspace. To create a workspace, see [Create resources you need to get started](quickstart-create-resources.md).
 

articles/open-datasets/dataset-tartanair-simulation.md

@@ -41,7 +41,7 @@ This project is released under the MIT License. Review the [License file](https:
 ## Additional information
 View the official [TartanAir website](https://theairlab.org/tartanair-dataset/) or view the original [research paper](https://arxiv.org/abs/2003.14338).
 
-Email [email protected] if you have any questions about the data source. You can also reach out to contributers on the associated [GitHub](https://github.com/microsoft/AirSim).
+Email [email protected] if you have any questions about the data source. You can also reach out to contributors on the associated [GitHub](https://github.com/microsoft/AirSim).
 
 
 Citation