Merge branch 'main' of https://github.com/MicrosoftDocs/azure-docs-pr into resizeSan

Author: roygara

articles/ai-services/document-intelligence/concept-accuracy-confidence.md

@@ -8,7 +8,7 @@ ms.service: azure-ai-document-intelligence
 ms.custom:
   - ignite-2023
 ms.topic: conceptual
-ms.date: 02/29/2024
+ms.date: 04/16/2023
 ms.author: lajanuar
 ---
 
@@ -53,10 +53,11 @@ Field confidence indicates an estimated probability between 0 and 1 that the pre
 ## Interpret accuracy and confidence scores for custom models
 
 When interpreting the confidence score from a custom model, you should consider all the confidence scores returned from the model. Let's start with a list of all the confidence scores.
-1. **Document type confidence score**: The document type confidence is an indicator of closely the analyzed document resembleds documents in the training dataset. When the document type confidence is low, this is indicative of template or structural variations in the analyzed document. To improve the document type confidence, label a document with that specific variation and add it to your training dataset. Once the model is re-trained, it should be better equipped to handl that class of variations.
-2. **Field level confidence**: Each labled field extracted has an associated confidence score. This score reflects the model's confidence on the position of the value extracted. While evaluating the confidence you should also look at the underlying extraction confidence to generate a comprehensive confidence for the extracted result. Evaluate the OCR results for text extraction or selection marks depending on the field type to generate a composite confidence score for the field.
-3. **Word confidence score** Each word extracted within the document has an associated confidence score. The score represents the confidence of the transcription. The pages array contains an array of words, each word has an associated span and confidence. Spans from the custom field extracted values will match the spans of the extracted words.
-4. **Selection mark confidence score**: The pages array also contains an array of selection marks, each selection mark has a confidence score representing the confidence of the seletion mark and selection state detection. When a labeled field is a selection mark, the custom field selection confidence combined with the selection mark confidence is an accurate representation of the overall confidence that the field was extracted correctly.
+
+1. **Document type confidence score**: The document type confidence is an indicator of closely the analyzed document resembles documents in the training dataset. When the document type confidence is low, it's indicative of template or structural variations in the analyzed document. To improve the document type confidence, label a document with that specific variation and add it to your training dataset. Once the model is retrained, it should be better equipped to handle that class of variations.
+2. **Field level confidence**: Each labeled field extracted has an associated confidence score. This score reflects the model's confidence on the position of the value extracted. While evaluating confidence scores, you should also look at the underlying extraction confidence to generate a comprehensive confidence for the extracted result. Evaluate the `OCR` results for text extraction or selection marks depending on the field type to generate a composite confidence score for the field.
+3. **Word confidence score** Each word extracted within the document has an associated confidence score. The score represents the confidence of the transcription. The pages array contains an array of words and each word has an associated span and confidence score. Spans from the custom field extracted values match the spans of the extracted words.
+4. **Selection mark confidence score**: The pages array also contains an array of selection marks. Each selection mark has a confidence score representing the confidence of the selection mark and selection state detection. When a labeled field has a selection mark, the custom field selection combined with the selection mark confidence is an accurate representation of overall confidence accuracy.
 
 The following table demonstrates how to interpret both the accuracy and confidence scores to measure your custom model's performance.
 
@@ -69,7 +70,7 @@ The following table demonstrates how to interpret both the accuracy and confiden
 
 ## Table, row, and cell confidence
 
-With the addition of table, row and cell confidence with the ```2024-02-29-preview``` API, here are some common questions that should help with interpreting the table, row and cell scores:
+With the addition of table, row and cell confidence with the ```2024-02-29-preview``` API, here are some common questions that should help with interpreting the table, row, and cell scores:
 
 **Q:** Is it possible to see a high confidence score for cells, but a low confidence score for the row?<br>
 

articles/ai-services/immersive-reader/overview.md

@@ -69,6 +69,10 @@ With Immersive Reader, you can break words into syllables to improve readability
 
 Immersive Reader is a standalone web application. When it's invoked, the Immersive Reader client library displays on top of your existing web application in an `iframe`. When your web application calls the Immersive Reader service, you specify the content to show the reader. The Immersive Reader client library handles the creation and styling of the `iframe` and communication with the Immersive Reader backend service. The Immersive Reader service processes the content for parts of speech, text to speech, translation, and more.
 
+## Data privacy for Immersive reader
+
+Immersive reader doesn't store any customer data.
+
 ## Next step
 
 The Immersive Reader client library is available in C#, JavaScript, Java (Android), Kotlin (Android), and Swift (iOS). Get started with:

articles/communication-services/quickstarts/create-communication-resource.md

@@ -1,7 +1,7 @@
 ---
 title: Quickstart - Create and manage resources in Azure Communication Services
 titleSuffix: An Azure Communication Services quickstart
-description: In this quickstart, you'll learn how to create and manage your first Azure Communication Services resource.
+description: In this quickstart, you learn how to create and manage your first Azure Communication Services resource.
 author: tophpalmer
 manager: chpalm
 services: azure-communication-services
@@ -16,7 +16,7 @@ ms.devlang: azurecli
 ---
 # Quickstart: Create and manage Communication Services resources
 
-Get started with Azure Communication Services by provisioning your first Communication Services resource. Communication Services resources can be provisioned through the [Azure portal](https://portal.azure.com) or with the .NET management SDK. The management SDK and the Azure portal allow you to create, configure, update and delete your resources and interface with [Azure Resource Manager](../../azure-resource-manager/management/overview.md), Azure's deployment and management service. All functionality available in the SDKs is available in the Azure portal.
+Get started with Azure Communication Services by provisioning your first Communication Services resource. Communication Services resources can be provisioned through the [Azure portal](https://portal.azure.com) or with the .NET management SDK. The management SDK and the Azure portal enable you to create, configure, update, and delete your resources and interface with [Azure Resource Manager](../../azure-resource-manager/management/overview.md), Azure's deployment and management service. All functions available in the SDKs are available in the Azure portal.
 
 >[!VIDEO https://www.youtube.com/embed/3In3o5DhOHU]
 
@@ -43,15 +43,15 @@ Get started with Azure Communication Services by provisioning your first Communi
 
 Connection strings allow the Communication Services SDKs to connect and authenticate to Azure. You can access your Communication Services connection strings and service endpoints from the Azure portal or programmatically with Azure Resource Manager APIs.
 
-After navigating to your Communication Services resource, select **Keys** from the navigation menu and copy the **Connection string** or **Endpoint** values for usage by the Communication Services SDKs. Note that you have access to primary and secondary keys. This can be useful in scenarios where you would like to provide temporary access to your Communication Services resources to a third party or staging environment.
+After navigating to your Communication Services resource, select **Keys** from the navigation menu and copy the **Connection string** or **Endpoint** values for usage by the Communication Services SDKs. You have access to primary and secondary keys. This can be useful when you would like to provide temporary access to your Communication Services resources to a third-party or staging environment.
 
 :::image type="content" source="./media/key.png" alt-text="Screenshot of Communication Services Key page.":::
 
 ### Access your connection strings and service endpoints using Azure CLI
 
 You can also access key information using Azure CLI, like your resource group or the keys for a specific resource.
 
-Install [Azure CLI](/cli/azure/install-azure-cli-windows?tabs=azure-cli) and use the following command to login. You'll need to provide your credentials to connect with your Azure account.
+Install [Azure CLI](/cli/azure/install-azure-cli-windows?tabs=azure-cli) and use the following command to sign in. You need to provide your credentials to connect with your Azure account.
 
 ```azurepowershell-interactive
 az login
@@ -94,7 +94,7 @@ Open a console window and enter the following command:
 setx COMMUNICATION_SERVICES_CONNECTION_STRING "<yourConnectionString>"
 ```
 
-After you add the environment variable, you may need to restart any running programs that will need to read the environment variable, including the console window. For example, if you're using Visual Studio as your editor, restart Visual Studio before running the example.
+After you add the environment variable, you may need to restart any running programs that read the environment variable, including the console window. For example, if you're using Visual Studio as your editor, restart Visual Studio before running the example.
 
 #### [macOS](#tab/unix)
 
@@ -120,15 +120,15 @@ After you add the environment variable, run `source ~/.bash_profile` from your c
 
 ## Clean up resources
 
-If you want to clean up and remove a Communication Services subscription, you can delete the resource or resource group. You can delete your communication resource by running the command below.
+If you want to clean up and remove a Communication Services subscription, you can delete the resource or resource group. You can delete your communication resource by running the following command.
 
 ```azurecli-interactive
 az communication delete --name "acsResourceName" --resource-group "resourceGroup"
 ```
 
 [Deleting the resource group](../../azure-resource-manager/management/manage-resource-groups-portal.md#delete-resource-groups) also deletes any other resources associated with it.
 
-If you have any phone numbers assigned to your resource upon resource deletion, the phone numbers will be released from your resource automatically at the same time.
+If you have any phone numbers assigned to your resource upon resource deletion, the phone numbers are automatically released from your resource at the same time.
 
 > [!NOTE]
 > Resource deletion is **permanent** and no data, including event grid filters, phone numbers, or other data tied to your resource, can be recovered if you delete the resource.

articles/dns/dns-private-resolver-get-started-portal.md

@@ -156,7 +156,8 @@ Add or remove specific rules your DNS forwarding ruleset as desired, such as:
 - A wildcard rule to forward unmatched DNS queries to a protective DNS service.
 
 > [!IMPORTANT]
-> The rules shown in this quickstart are examples of rules that can be used for specific scenarios. None of the fowarding rules described in this article are required. Be careful to test your forwarding rules and ensure that the rules don't cause DNS resolution issues.
+> The rules shown in this quickstart are examples of rules that can be used for specific scenarios. None of the fowarding rules described in this article are required. Be careful to test your forwarding rules and ensure that the rules don't cause DNS resolution issues.<br><br>
+> **If you include a wildcard rule in your ruleset, ensure that the target DNS service can resolve public DNS names. Some Azure services have dependencies on public name resolution.**
 
 ### Delete a rule from the forwarding ruleset
 

articles/dns/dns-private-resolver-get-started-powershell.md

@@ -250,7 +250,8 @@ In this example:
 - 10.5.5.5 is a protective DNS service.
 
 > [!IMPORTANT]
-> The rules shown in this quickstart are examples of rules that can be used for specific scenarios. None of the fowarding rules described in this article are required. Be careful to test your forwarding rules and ensure that the rules don't cause DNS resolution issues.
+> The rules shown in this quickstart are examples of rules that can be used for specific scenarios. None of the fowarding rules described in this article are required. Be careful to test your forwarding rules and ensure that the rules don't cause DNS resolution issues.<br><br>
+> **If you include a wildcard rule in your ruleset, ensure that the target DNS service can resolve public DNS names. Some Azure services have dependencies on public name resolution.**
 
 ## Test the private resolver
 

articles/dns/private-resolver-endpoints-rulesets.md

@@ -5,7 +5,7 @@ services: dns
 author: greg-lindsay
 ms.service: dns
 ms.topic: conceptual
-ms.date: 03/26/2024
+ms.date: 04/16/2024
 ms.author: greglin
 #Customer intent: As an administrator, I want to understand components of the Azure DNS Private Resolver.
 ---
@@ -106,7 +106,8 @@ A query for `secure.store.azure.contoso.com` matches the **AzurePrivate** rule f
 
 > [!IMPORTANT]
 > If a rule is present in the ruleset that has as its destination a private resolver inbound endpoint, do not link the ruleset to the VNet where the inbound endpoint is provisioned. This configuration can cause DNS resolution loops. For example: In the previous scenario, no ruleset link should be added to `myeastvnet` because the inbound endpoint at `10.10.0.4` is provisioned in `myeastvnet` and a rule is present that resolves `azure.contoso.com` using the inbound endpoint.<br><br>
-> The rules shown in this article are examples of rules that can be used for specific scenarios. None of the fowarding rules described here are required. Be careful to test your forwarding rules and ensure that the rules don't cause DNS resolution issues.
+> The rules shown in this article are examples of rules that you can use for specific scenarios. The examples used aren't required. Be careful to test your forwarding rules.<br><br>
+> **If you include a wildcard rule in your ruleset, ensure that the target DNS service can resolve public DNS names. Some Azure services have dependencies on public name resolution.**
 
 #### Rule processing