Merge branch 'MicrosoftDocs:main' into main

Author: gmndrg

articles/ai-services/.openpublishing.redirection.ai-services.json

@@ -233,7 +233,7 @@
     {
       "source_path_from_root": "/articles/ai-services/document-intelligence/concept-insurance-card.md",
       "redirect_url": "/azure/ai-services/document-intelligence/concept-health-insurance-card",
-      "redirect_document_id": true
+      "redirect_document_id": false
     },
     {
       "source_path_from_root": "/articles/ai-services/document-intelligence/concept-w2.md",
@@ -248,7 +248,7 @@
     {
       "source_path_from_root": "/articles/ai-services/document-intelligence/language-support.md",
       "redirect_url": "/azure/ai-services/document-intelligence/language-support-ocr",
-      "redirect_document_id": true
+      "redirect_document_id": false
     },
     {
       "source_path_from_root": "/articles/ai-services/document-intelligence/quickstarts/includes/v3-csharp-sdk.md",
@@ -485,10 +485,290 @@
       "redirect_url": "/azure/ai-services//language-service/summarization/overview",
       "redirect_document_id": false
     },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-accuracy-confidence.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/concept/accuracy-confidence",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-analyze-document-response.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/concept/analyze-document-response",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/label-tool.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/v21/label-tool",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/sdk-overview-v2-1.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/v21/sdk-overview-v2-1",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/quickstarts/try-sample-label-tool.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/v21/try-sample-label-tool",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/deploy-label-tool.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/v21/deploy-label-tool",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/supervised-table-tags.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/v21/supervised-table-tags",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-bank-statement.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/prebuilt/bank-statement",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-bank-check.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/prebuilt/bank-check",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-credit-card.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/prebuilt/credit-card",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-marriage-certificate.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/prebuilt/marriage-certificate",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-mortgage-documents.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/prebuilt/mortgage-documents",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-pay-stub.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/prebuilt/pay-stub",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-batch-analysis.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/prebuilt/batch-analysis",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-custom-generative.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/train/custom-generative-extraction",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-incremental-classifier.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/concept/incremental-classifier",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-model-overview.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/model-overview",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-read.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/prebuilt/read",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-layout.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/prebuilt/layout",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/choose-model-feature.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/concept/choose-model-feature",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/create-document-intelligence-resource.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/how-to-guides/create-document-intelligence-resource",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/managed-identities.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/authentication/managed-identities",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/create-sas-tokens.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/authentication/create-sas-tokens",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/managed-identities-secured-access.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/authentication/managed-identities-secured-access",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-contract.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/prebuilt/contract",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-general-document.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/prebuilt/general-document",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-health-insurance-card.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/prebuilt/health-insurance-card",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-id-document.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/prebuilt/id-document",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-invoice.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/prebuilt/invoice",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-receipt.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/prebuilt/receipt",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-retrieval-augmented-generation.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/concept/retrieval-augmented-generation",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-tax-document.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/prebuilt/tax-document",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-add-on-capabilities.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/concept/add-on-capabilities",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-business-card.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/prebuilt/business-card",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-composed-models.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/train/composed-models",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-custom-classifier.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/train/custom-classifier",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-custom-label-tips.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/train/custom-label-tips",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-custom-label.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/train/custom-labels",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-custom-lifecycle.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/train/custom-lifecycle",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-custom-neural.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/train/custom-neural",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-custom-template.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/train/custom-template",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-custom.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/train/custom-model",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/concept-query-fields.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/concept/query-fields",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/language-support-ocr.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/language-support/ocr",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/language-support-prebuilt.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/language-support/prebuilt",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/language-support-custom.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/language-support/custom",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/encrypt-data-at-rest.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/authentication/encrypt-data-at-rest",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/sdk-overview-v3-0.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/versioning/sdk-overview-v3-0",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/sdk-overview-v3-1.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/versioning/sdk-overview-v3-1",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/sdk-overview-v4-0.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/versioning/sdk-overview-v4-0",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/v3-1-migration-guide.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/versioning/v3-1-migration-guide",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/v3-error-guide.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/how-to-guides/resolve-errors",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/changelog-release-history.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/versioning/changelog-release-history",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/tutorial-azure-function.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/tutorial/azure-function",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/tutorial-logic-apps.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/tutorial/logic-apps",
+      "redirect_document_id": true
+    },
+    {
+      "source_path_from_root": "/articles/ai-services/document-intelligence/disaster-recovery.md",
+      "redirect_url": "/azure/ai-services/document-intelligence/how-to-guides/disaster-recovery",
+      "redirect_document_id": true
+    },
     {
       "source_path_from_root": "/articles/ai-services/speech-service/video-translation-studio.md",
       "redirect_url": "/azure/ai-services/speech-service/video-translation-get-started",
       "redirect_document_id": true
-   }
+    }
   ]
-}
+}

articles/ai-services/computer-vision/concept-face-recognition.md

@@ -1,8 +1,7 @@
 ---
 title: "Face recognition - Face"
 titleSuffix: Azure AI services
-description: Learn the concept of Face recognition, its related operations, and the underlying data structures.
-#services: cognitive-services
+description: Learn the concept of Face recognition, its operations, and data structures, including PersonGroup creation, identification, and verification.
 author: PatrickFarley
 manager: nitinme
 
@@ -11,7 +10,7 @@ ms.subservice: azure-ai-face
 ms.custom:
   - ignite-2023
 ms.topic: conceptual
-ms.date: 02/14/2024
+ms.date: 10/16/2024
 ms.author: pafarley
 ---
 
@@ -50,7 +49,7 @@ Use the following tips to ensure that your input images give the most accurate r
 
 [!INCLUDE [identity-input-technical](includes/identity-input-technical.md)]
 [!INCLUDE [identity-input-composition](includes/identity-input-composition.md)]
-* You can utilize the `qualityForRecognition` attribute in the [face detection](./how-to/identity-detect-faces.md) operation when using applicable detection models as a general guideline of whether the image is likely of sufficient quality to attempt face recognition on. Only `"high"` quality images are recommended for person enrollment and quality at or above `"medium"` is recommended for identification scenarios.
+* You can use the `qualityForRecognition` attribute in the [face detection](./how-to/identity-detect-faces.md) operation when using applicable detection models as a general guideline of whether the image is likely of sufficient quality to attempt face recognition on. Only `"high"` quality images are recommended for person enrollment and quality at or above `"medium"` is recommended for identification scenarios.
 
 ## Next steps
 

articles/ai-services/computer-vision/concept-ocr.md

@@ -15,7 +15,7 @@ ms.author: pafarley
 
 > [!NOTE]
 >
-> If you want to extract text from PDFs, Office files, or HTML documents and document images, use the [Document Intelligence Read OCR model](../../ai-services/document-intelligence/concept-read.md). It's optimized for text-heavy digital and scanned documents and uses an asynchronous API that makes it easy to power your intelligent document processing scenarios.
+> If you want to extract text from PDFs, Office files, or HTML documents and document images, use the [Document Intelligence Read OCR model](../document-intelligence/prebuilt/read.md). It's optimized for text-heavy digital and scanned documents and uses an asynchronous API that makes it easy to power your intelligent document processing scenarios.
 
 OCR is a machine-learning-based technique for extracting text from in-the-wild and non-document images like product labels, user-generated images, screenshots, street signs, and posters. The Azure AI Vision OCR service provides a fast, synchronous API for lightweight scenarios where images aren't text-heavy. This allows OCR to be embedded in near real-time user experiences to enrich content understanding and follow-up user actions with fast turn-around times.
 

articles/ai-services/computer-vision/concept-shelf-analysis.md

@@ -8,7 +8,7 @@ manager: nitinme
 
 ms.service: azure-ai-vision
 ms.topic: conceptual
-ms.date: 02/14/2024
+ms.date: 10/16/2024
 ms.author: pafarley
 ms.custom: build-2023, build-2023-dataai
 ---

articles/ai-services/computer-vision/how-to/image-retrieval.md

@@ -1,15 +1,17 @@
 ---
-title: Do image retrieval using multimodal embeddings - Image Analysis 4.0
+title: Image retrieval using multimodal embeddings
 titleSuffix: Azure AI services
-description: Learn how to call the image retrieval API to vectorize image and search terms.
+description: Learn how to use the image retrieval API to vectorize images and search terms, enabling text-based image searches without metadata.
 #services: cognitive-services
 author: PatrickFarley
 manager: nitinme
 
 ms.service: azure-ai-vision
 ms.topic: how-to
-ms.date: 02/20/2024
+ms.date: 10/16/2024
 ms.author: pafarley
+
+#customer intent: As a developer, I want to use the image retrieval API to vectorize images and text so that I can perform text-based image searches.
 ---
 
 # Do image retrieval using multimodal embeddings (version 4.0)
@@ -35,7 +37,7 @@ You can try out the Multimodal embeddings feature quickly and easily in your bro
 > The Vision Studio experience is limited to 500 images. To use a larger image set, create your own search application using the APIs in this guide.
 
 > [!div class="nextstepaction"]
-> [Try Vision Studio](https://portal.vision.cognitive.azure.com/)
+> [Try Vision Studio](https://portal.vision.cognitive.azure.com/gallery/imageanalysis)
 
 ## Call the Vectorize Image API
 
@@ -124,6 +126,7 @@ def cosine_similarity(vector1, vector2):
 
 ---
 
-## Next steps
+## Next step
 
-[Image retrieval concepts](../concept-image-retrieval.md)
+> [!div class="nextstepaction"]
+> [Image retrieval concepts](../concept-image-retrieval.md)