[BULK UPDATE] DocuTune - Rebranding links

Author: alexbuckgit

articles/active-directory/develop/v2-app-types.md

@@ -77,7 +77,7 @@ You can ensure the user's identity by validating the ID token with a public sign
 
 To see this scenario in action, try the code samples in [Sign in users from a Web app](scenario-web-app-sign-user-overview.md).
 
-In addition to simple sign-in, a web server app might need to access another web service, such as a Representational State Transfer ([REST](https://docs.microsoft.com/rest/api/azure/)) API. In this case, the web server app engages in a combined OpenID Connect and OAuth 2.0 flow, by using the [OAuth 2.0 authorization code flow](v2-oauth2-auth-code-flow.md). For more information about this scenario, refer to our code [sample](https://github.com/Azure-Samples/active-directory-aspnetcore-webapp-openidconnect-v2/blob/master/2-WebApp-graph-user/2-1-Call-MSGraph/README.md).
+In addition to simple sign-in, a web server app might need to access another web service, such as a [Representational State Transfer (REST) API](/rest/api/azure/). In this case, the web server app engages in a combined OpenID Connect and OAuth 2.0 flow, by using the [OAuth 2.0 authorization code flow](v2-oauth2-auth-code-flow.md). For more information about this scenario, refer to our code [sample](https://github.com/Azure-Samples/active-directory-aspnetcore-webapp-openidconnect-v2/blob/master/2-WebApp-graph-user/2-1-Call-MSGraph/README.md).
 
 ## Web APIs
 

articles/active-directory/hybrid/how-to-connect-sync-whatis.md

@@ -29,7 +29,7 @@ The sync service consists of two components, the on-premises **Azure AD Connect
 >
 >To find out if you are already eligible for Cloud Sync, please verify your requirements in [this wizard](https://admin.microsoft.com/adminportal/home?Q=setupguidance#/modernonboarding/identitywizard).
 >
->To learn more about Cloud Sync please read [this article](https://docs.microsoft.com/azure/active-directory/cloud-sync/what-is-cloud-sync), or watch this [short video](https://www.microsoft.com/en-us/videoplayer/embed/RWJ8l5).
+>To learn more about Cloud Sync please read [this article](/azure/active-directory/cloud-sync/what-is-cloud-sync), or watch this [short video](https://www.microsoft.com/videoplayer/embed/RWJ8l5).
 >
 
 

articles/batch/batch-tls-101-migration-guide.md

@@ -19,11 +19,11 @@ Customers must update client code before the TLS 1.0/1.1 retirement.
 
 - Customers using native WinHTTP for client code can follow this [guide](https://support.microsoft.com/topic/update-to-enable-tls-1-1-and-tls-1-2-as-default-secure-protocols-in-winhttp-in-windows-c4bd73d2-31d7-761e-0178-11268bb10392). 
 
-- Customers using .NET framework for their client code should upgrade to .NET > 4.7, that which enforces TLS 1.2 by default. 
+- Customers using .NET Framework for their client code should upgrade to .NET > 4.7, that which enforces TLS 1.2 by default. 
 
-- For customers on .NET framework who are unable to upgrade to > 4.7, please follow this [guide](https://docs.microsoft.com/dotnet/framework/network-programming/tls) to enforce TLS 1.2.
+- For customers using .NET Framework who are unable to upgrade to > 4.7, please follow this [guide](/dotnet/framework/network-programming/tls) to enforce TLS 1.2.
 
-For TLS best practices, refer to [TLS best practices for .NET framework](https://docs.microsoft.com/dotnet/framework/network-programming/tls).
+For TLS best practices, refer to [TLS best practices for .NET Framework](/dotnet/framework/network-programming/tls).
 
 ## FAQ
 
@@ -41,4 +41,4 @@ For TLS best practices, refer to [TLS best practices for .NET framework](https:/
 
 ## Next steps
 
-For more information, see [How to enable TLS 1.2 on clients](https://docs.microsoft.com/mem/configmgr/core/plan-design/security/enable-tls-1-2-client).
+For more information, see [How to enable TLS 1.2 on clients](/mem/configmgr/core/plan-design/security/enable-tls-1-2-client).

articles/cognitive-services/personalizer/concepts-features.md

@@ -332,7 +332,7 @@ JSON objects can include nested JSON objects and simple property/values. An arra
 Personalizer can help you to understand which features are the most and least influential when determining the best action. When enabled, inference explainability includes feature scores from the underlying model into the Rank API response, so your application receives this information at the time of inference.
 Feature scores empower you to better understand the relationship between features and the decisions made by Personalizer. They can be used to provide insight to your end-users into why a particular recommendation was made, or to analyze whether your model is exhibiting bias toward or against certain contextual settings, users, and actions.
 
-Setting the service configuration flag IsInferenceExplainabilityEnabled in your service configuration enables Personalizer to include feature values and weights in the Rank API response. To update your current service configuration, use the [Service Configuration – Update API](https://docs.microsoft.com/rest/api/personalizer/1.1preview1/service-configuration/update?tabs=HTTP). In the JSON request body, include your current service configuration and add the additional entry: “IsInferenceExplainabilityEnabled”: true. If you don’t know your current service configuration, you can obtain it from the [Service Configuration – Get API](https://docs.microsoft.com/rest/api/personalizer/1.1preview1/service-configuration/get?tabs=HTTP)
+Setting the service configuration flag IsInferenceExplainabilityEnabled in your service configuration enables Personalizer to include feature values and weights in the Rank API response. To update your current service configuration, use the [Service Configuration – Update API](/rest/api/personalizer/1.1preview1/service-configuration/update?tabs=HTTP). In the JSON request body, include your current service configuration and add the additional entry: “IsInferenceExplainabilityEnabled”: true. If you don’t know your current service configuration, you can obtain it from the [Service Configuration – Get API](/rest/api/personalizer/1.1preview1/service-configuration/get?tabs=HTTP)
 
 ```JSON
 {
@@ -396,7 +396,7 @@ Enabling inference explainability will add a collection to the JSON response fro
 }
 ```
 
-Recall that Personalizer will either return the _best action_ as determined by the model or an _exploratory action_ chosen by the exploration policy. The best action is the one that the model has determined has the highest probability of maximizing the average reward, whereas exploratory actions are chosen among the set of all possible actions provided in the Rank API call. Actions taken during exploration do not leverage the feature scores in determining which action to take, therefore **feature scores for exploratory actions should not be used to gain an understanding of why the action was taken.** [You can learn more about exploration here](https://docs.microsoft.com/azure/cognitive-services/personalizer/concepts-exploration).
+Recall that Personalizer will either return the _best action_ as determined by the model or an _exploratory action_ chosen by the exploration policy. The best action is the one that the model has determined has the highest probability of maximizing the average reward, whereas exploratory actions are chosen among the set of all possible actions provided in the Rank API call. Actions taken during exploration do not leverage the feature scores in determining which action to take, therefore **feature scores for exploratory actions should not be used to gain an understanding of why the action was taken.** [You can learn more about exploration here](/azure/cognitive-services/personalizer/concepts-exploration).
 
 For the best actions returned by Personalizer, the feature scores can provide general insight where:
 * Larger positive scores provide more support for the model choosing the best action. 

articles/container-instances/container-instances-faq.yml

@@ -83,16 +83,16 @@ sections:
               | mcr.microsoft.com/windows/servercore/iis | mcr.microsoft.com/windows/servercore/iis:windowsservercore-ltsc2019 |
               | mcr.microsoft.com/windows/servercore:ltsc2016 | mcr.microsoft.com/windows/servercore:ltsc2019 |
 
-              Read about [image discovery](https://docs.microsoft.com/virtualization/windowscontainers/manage-containers/container-base-images#image-discovery) to learn more.
+              Read about [image discovery](/virtualization/windowscontainers/manage-containers/container-base-images#image-discovery) to learn more.
 
               > [!NOTE]
               > If you would like assistance selecting your new base image, please create an Azure Support Ticket.
 
           3. Follow the [Update containers in Azure Container Instances how-to guide](container-instances-update.md) to update your ACI container group to use your new base image.
 
-              If you're using MCR for your container registry, you can pass the MCR image name directly into the [container group image parameter](https://docs.microsoft.com/en-us/azure/templates/microsoft.containerinstance/containergroups?tabs=bicep&pivots=deployment-language-bicep#containerproperties).
+              If you're using MCR for your container registry, you can pass the MCR image name directly into the [container group image parameter](/azure/templates/microsoft.containerinstance/containergroups?tabs=bicep&pivots=deployment-language-bicep#containerproperties).
 
-              If you're using a private container registry, please follow the steps in [Upgrade containers to a new version of the Windows operating system](https://docs.microsoft.com/en-us/virtualization/windowscontainers/deploy-containers/upgrade-windows-containers#create-new-container-instances-using-the-new-os-version). Make sure the container group's [image registry parameters](https://docs.microsoft.com/en-us/azure/templates/microsoft.containerinstance/containergroups?tabs=bicep&pivots=deployment-language-bicep#imageregistrycredential) are updated if you have changed them.
+              If you're using a private container registry, please follow the steps in [Upgrade containers to a new version of the Windows operating system](/virtualization/windowscontainers/deploy-containers/upgrade-windows-containers#create-new-container-instances-using-the-new-os-version). Make sure the container group's [image registry parameters](/azure/templates/microsoft.containerinstance/containergroups?tabs=bicep&pivots=deployment-language-bicep#imageregistrycredential) are updated if you have changed them.
           
 
   - name: Availability and quotas

articles/data-factory/data-factory-troubleshoot-guide.md

@@ -1028,7 +1028,7 @@ If the HDI activity is stuck in preparing for cluster, follow the guidelines bel
 
 - **Cause**: The execution output is greater than 4 MB in size but the maximum supported output response payload size is 4 MB.
 
-- **Recommendation**: Make sure the execution output size does not exceed 4 MB. For more information, see [How to scale out the size of data moving using Azure Data Factory](https://docs.microsoft.com/answers/questions/700102/how-to-scale-out-the-size-of-data-moving-using-azu.html).
+- **Recommendation**: Make sure the execution output size does not exceed 4 MB. For more information, see [How to scale out the size of data moving using Azure Data Factory](/answers/questions/700102/how-to-scale-out-the-size-of-data-moving-using-azu.html).
 
 ### Error Code: 2002
 

articles/synapse-analytics/whats-new-archive.md

@@ -100,7 +100,7 @@ The following updates are new to Azure Synapse Analytics this month.
 
   KQL is the query language used to query Synapse Data Explorer big data. KQL has a fast-growing user community, with hundreds of thousands of developers, data engineers, data analysts, and students.
 
-  Check out the newest [KQL Learn Model](/learn/modules/gain-insights-data-kusto-query-language/) and see for yourself how easy it is to become a KQL master.
+  Check out the newest [KQL Learn module](/training/modules/gain-insights-data-kusto-query-language/) and see for yourself how easy it is to become a KQL master.
 
   To learn more about KQL, read [Kusto Query Language (KQL) overview](/azure/data-explorer/kusto/query/).