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Update for broken links #41768

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Expand Up @@ -293,7 +293,7 @@ in the [service quickstart documentation][quickstart_training].

**Note**

You can use the [Document Intelligence Studio preview][fr-studio] for creating a labeled file for your training forms.
You can use the [Document Intelligence Studio preview][di-studio] for creating a labeled file for your training forms.
More details on setting up a container and required file structure can be found in [here][fr_build_training_set].

```java com.azure.ai.documentintelligence.readme.buildModel
Expand Down Expand Up @@ -451,7 +451,6 @@ For details on contributing to this repository, see the [contributing guide](htt
[azure_key_credential]: https://github.com/Azure/azure-sdk-for-java/blob/main/sdk/core/azure-core/src/main/java/com/azure/core/credential/AzureKeyCredential.java
[key]: https://docs.microsoft.com/azure/cognitive-services/cognitive-services-apis-create-account?tabs=multiservice%2Cwindows#get-the-keys-for-your-resource
[api_reference_doc]: https://learn.microsoft.com/java/api/overview/azure/ai-documentintelligence-readme?view=azure-java-preview
[form_recognizer_doc]: https://aka.ms/azsdk-java-documentintelligence-ref-doc
[azure_identity_credential_type]: https://github.com/Azure/azure-sdk-for-java/tree/main/sdk/identity/azure-identity#credentials
[azure_cli]: https://docs.microsoft.com/azure/cognitive-services/cognitive-services-apis-create-account-cli?tabs=windows
[azure_cli_endpoint]: https://docs.microsoft.com/cli/azure/cognitiveservices/account?view=azure-cli-latest#az-cognitiveservices-account-show
Expand All @@ -474,7 +473,7 @@ For details on contributing to this repository, see the [contributing guide](htt
[performance_tuning]: https://github.com/Azure/azure-sdk-for-java/wiki/Performance-Tuning
[product_documentation]: https://docs.microsoft.com/azure/cognitive-services/form-recognizer/overview
[register_AAD_application]: https://docs.microsoft.com/azure/cognitive-services/authentication#assign-a-role-to-a-service-principal
[fr-studio]: https://aka.ms/azsdk/formrecognizer/documentintelligencestudio
[di-studio]: https://aka.ms/azsdk/formrecognizer/formrecognizerstudio
[fr_build_training_set]: https://aka.ms/azsdk/formrecognizer/buildcustommodel
[sample_examples]: https://github.com/Azure/azure-sdk-for-java/tree/main/sdk/documentintelligence/azure-ai-documentintelligence/src/samples#examples
[samples_readme]: https://github.com/Azure/azure-sdk-for-java/tree/main/sdk/documentintelligence/azure-ai-documentintelligence/src/samples#readme
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Expand Up @@ -56,7 +56,7 @@ All of these samples need the endpoint to your Document Intelligence resource ([
Troubleshooting steps can be found [here][SDK_README_TROUBLESHOOTING].

## Next steps
Check out the [API reference documentation][java_fr_ref_docs] to learn more about
Check out the [API reference documentation][api_reference_doc] to learn more about
what you can do with the Azure Document Intelligence client library.

## Contributing
Expand All @@ -70,7 +70,7 @@ Guidelines][SDK_README_CONTRIBUTING] for more information.
[SDK_README_KEY_CONCEPTS]: https://github.com/Azure/azure-sdk-for-java/blob/main/sdk/documentintelligence/azure-ai-documentintelligence/README.md#key-concepts
[SDK_README_DEPENDENCY]: ../../README.md#adding-the-package-to-your-product
[SDK_README_NEXT_STEPS]: ../../README.md#next-steps
[java_fr_ref_docs]: https://aka.ms/azsdk-java-documentintelligence-ref-doc
[api_reference_doc]: https://learn.microsoft.com/java/api/overview/azure/ai-documentintelligence-readme?view=azure-java-preview
[get-endpoint-instructions]: https://github.com/Azure/azure-sdk-for-java/tree/main/sdk/documentintelligence/azure-ai-documentintelligence#
[get-key-instructions]: https://github.com/Azure/azure-sdk-for-java/tree/main/sdk/documentintelligence/azure-ai-documentintelligence#create-a-form-recognizer-client-using-azurekeycredential

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Expand Up @@ -20,7 +20,7 @@

/**
* Sample for analyzing commonly found License document fields from a local file input stream.
* See fields found on an identity document <a href=https://aka.ms/documentintelligence/iddocumentfields>here</a>
* See fields found on an identity document <a href=https://aka.ms/formrecognizer/iddocumentfields>here</a>
*/
public class AnalyzeIdentityDocuments {

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Expand Up @@ -22,7 +22,7 @@

/**
* Async sample for analyzing commonly found license fields from a local file input stream of a license identity
* document. See fields found on license <a href=https://aka.ms/documentintelligence/iddocumentfields>here</a>
* document. See fields found on license <a href=https://aka.ms/formrecognizer/iddocumentfields>here</a>
*/
public class AnalyzeIdentityDocumentsAsync {

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Expand Up @@ -18,7 +18,7 @@

/**
* Sample for analyzing commonly found ID document fields from a file source URL of an identity document.
* See fields found on an identity document <a href=https://aka.ms/documentintelligence/iddocumentfields>href</a>
* See fields found on an identity document <a href=https://aka.ms/formrecognizer/iddocumentfields>href</a>
*/
public class AnalyzeIdentityDocumentsFromUrl {

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Expand Up @@ -19,7 +19,7 @@

/**
* Async sample for analyzing commonly found identity document fields from a file source URL.
* See fields found on a license <a href=https://aka.ms/documentintelligence/iddocumentfields>here</a>
* See fields found on a license <a href=https://aka.ms/formrecognizer/iddocumentfields>here</a>
*/
public class AnalyzeIdentityDocumentsFromUrlAsync {

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Expand Up @@ -21,7 +21,7 @@

/**
* Sample for analyzing commonly found invoice fields from a local file input stream of an invoice document.
* See fields found on an invoice <a href=https://aka.ms/documentintelligence/invoicefields>here</a>
* See fields found on an invoice <a href=https://aka.ms/formrecognizer/invoicefields>here</a>
*/
public class AnalyzeInvoices {
/**
Expand Down Expand Up @@ -130,7 +130,7 @@ public static void main(final String[] args) throws IOException {
.map(documentField -> documentField.getValueObject())
.forEach(documentFieldMap -> documentFieldMap.forEach((key, documentField) -> {
// See a full list of fields found on an invoice here:
// https://aka.ms/documentintelligence/invoicefields
// https://aka.ms/formrecognizer/invoicefields
if ("Description".equals(key)) {
if (DocumentFieldType.STRING == documentField.getType()) {
String name = documentField.getValueString();
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Expand Up @@ -23,7 +23,7 @@

/**
* Async sample for analyzing commonly found invoice fields from a local file input stream of an invoice document.
* See fields found on an invoice <a href=https://aka.ms/documentintelligence/invoicefields>here</a>
* See fields found on an invoice <a href=https://aka.ms/formrecognizer/invoicefields>here</a>
*/
public class AnalyzeInvoicesAsync {

Expand Down Expand Up @@ -145,7 +145,7 @@ public static void main(final String[] args) throws IOException {
.map(DocumentField::getValueObject)
.forEach(documentFieldMap -> documentFieldMap.forEach((key, documentField) -> {
// See a full list of fields found on an invoice here:
// https://aka.ms/documentintelligence/invoicefields
// https://aka.ms/formrecognizer/invoicefields
if ("Description".equals(key)) {
if (DocumentFieldType.STRING == documentField.getType()) {
String name = documentField.getValueString();
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Expand Up @@ -19,7 +19,7 @@

/**
* Sample for analyzing commonly found invoice fields from a file source URL of an invoice document.
* See fields found on an invoice <a href=https://aka.ms/documentintelligence/invoicefields>here</a>
* See fields found on an invoice <a href=https://aka.ms/formrecognizer/invoicefields>here</a>
*/
public class AnalyzeInvoicesFromUrl {

Expand Down Expand Up @@ -129,7 +129,7 @@ public static void main(final String[] args) throws IOException {
.map(documentField -> documentField.getValueObject())
.forEach(documentFieldMap -> documentFieldMap.forEach((key, documentField) -> {
// See a full list of fields found on an invoice here:
// https://aka.ms/documentintelligence/invoicefields
// https://aka.ms/formrecognizer/invoicefields
if ("Description".equals(key)) {
if (DocumentFieldType.STRING == documentField.getType()) {
String name = documentField.getValueString();
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Expand Up @@ -21,7 +21,7 @@

/**
* Async sample for analyzing commonly found invoice fields from a file source URL of an invoice document.
* See fields found on an invoice <a href=https://aka.ms/documentintelligence/invoicefields>here</a>
* See fields found on an invoice <a href=https://aka.ms/formrecognizer/invoicefields>here</a>
*/
public class AnalyzeInvoicesFromUrlAsync {
/**
Expand Down Expand Up @@ -141,7 +141,7 @@ public static void main(final String[] args) throws IOException {
.map(documentField -> documentField.getValueObject())
.forEach(documentFieldMap -> documentFieldMap.forEach((key, documentField) -> {
// See a full list of fields found on an invoice here:
// https://aka.ms/documentintelligence/invoicefields
// https://aka.ms/formrecognizer/invoicefields
if ("Description".equals(key)) {
if (DocumentFieldType.STRING == documentField.getType()) {
String name = documentField.getValueString();
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Expand Up @@ -21,7 +21,7 @@

/**
* Sample for analyzing commonly found receipt fields from a local file input stream.
* See fields found on a receipt <a href=https://aka.ms/documentintelligence/receiptfields>here</a>
* See fields found on a receipt <a href=https://aka.ms/formrecognizer/receiptfields>here</a>
*/
public class AnalyzeReceipts {

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Expand Up @@ -23,7 +23,7 @@

/**
* Async sample for analyzing commonly found receipt fields from a local file input stream.
* See fields found on a receipt <a href=https://aka.ms/documentintelligence/receiptfields>here</a>
* See fields found on a receipt <a href=https://aka.ms/formrecognizer/receiptfields>here</a>
*/
public class AnalyzeReceiptsAsync {

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Expand Up @@ -18,7 +18,7 @@

/**
* Sample for analyzing commonly found receipt fields from a file source URL.
* See fields found on a receipt <a href="https://aka.ms/documentintelligence/receiptfields">here</a>.
* See fields found on a receipt <a href="https://aka.ms/formrecognizer/receiptfields">here</a>.
*
*/
public class AnalyzeReceiptsFromUrl {
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Expand Up @@ -20,7 +20,7 @@

/**
* Async sample for analyzing commonly found receipt fields from a file source URL.
* See fields found on a receipt <a href=https://aka.ms/documentintelligence/receiptfields>here</a>
* See fields found on a receipt <a href=https://aka.ms/formrecognizer/receiptfields>here</a>
*/
public class AnalyzeReceiptsFromUrlAsync {

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Expand Up @@ -20,7 +20,7 @@

/**
* Sample for analyzing commonly found W-2 fields from a local file input stream of a tax W-2 document.
* See fields found on a US Tax W2 document <a href=https://aka.ms/documentintelligence/taxusw2fieldschema>here</a>
* See fields found on a US Tax W2 document <a href=https://aka.ms/formrecognizer/taxusw2fieldschema>here</a>
*/
public class AnalyzeTaxW2 {
/**
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Expand Up @@ -19,7 +19,7 @@

/**
* Async Sample for analyzing commonly found W-2 fields from a local file input stream of a tax W-2 document.
* See fields found on a US Tax W2 document <a href=https://aka.ms/documentintelligence/taxusw2fieldschema>here</a>
* See fields found on a US Tax W2 document <a href=https://aka.ms/formrecognizer/taxusw2fieldschema>here</a>
*/
public class AnalyzeTaxW2Async {
/**
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