[migrate-content] Fix links

Author: Learn-Build-Service

.openpublishing.redirection.json

@@ -2925,16 +2925,6 @@
       "redirect_url": "/azure/notification-hubs/notification-hubs-push-notification-http2-token-authentication",
       "redirect_document_id": false
     },
-    {
-      "source_path_from_root": "/articles/open-datasets/service/how-to-create-dataset-from-open-dataset.md",
-      "redirect_url": "/azure/open-datasets/how-to-create-azure-machine-learning-dataset-from-open-dataset",
-      "redirect_document_id": false
-    },
-    {
-      "source_path_from_root": "/articles/open-datasets/tutorial-opendatasets-automl.md",
-      "redirect_url": "/azure/machine-learning/tutorial-auto-train-models",
-      "redirect_document_id": false
-    },
     {
       "source_path_from_root": "/articles/openshift/howto-encrypt-data-disks.md",
       "redirect_url": "/azure/openshift/howto-byok",

.openpublishing.redirection.security-benchmark.json

@@ -190,11 +190,6 @@
       "redirect_url": "/security/benchmark/azure/baselines/azure-cache-for-redis-security-baseline",
       "redirect_document_id": false
     },
-    {
-      "source_path_from_root": "/articles/search/security-baseline.md",
-      "redirect_url": "/security/benchmark/azure/baselines/cognitive-search-security-baseline",
-      "redirect_document_id": false
-    },
     {
       "source_path_from_root": "/articles/databox/security-baseline.md",
       "redirect_url": "/security/benchmark/azure/baselines/databox-security-baseline",
@@ -265,11 +260,6 @@
       "redirect_url": "/security/benchmark/azure/baselines/load-balancer-security-baseline",
       "redirect_document_id": false
     },
-    {
-      "source_path_from_root": "/articles/machine-learning/security-baseline.md",
-      "redirect_url": "/security/benchmark/azure/baselines/machine-learning-security-baseline",
-      "redirect_document_id": false
-    },
     {
       "source_path_from_root": "/articles/azure-resource-manager/managed-applications/security-baseline.md",
       "redirect_url": "/security/benchmark/azure/baselines/managed-applications-security-baseline",

articles/ai-services/document-intelligence/faq.yml

@@ -39,7 +39,7 @@ sections:
 
           - [AI Builder workflows](/ai-builder/create-form-processing-model?toc=~/articles/ai-services/document-intelligence/toc.json&bc=~/articles/ai-services/document-intelligence/breadcrumb/toc.json)
 
-          - [Azure AI Search](../../search/cognitive-search-custom-skill-form.md)
+          - [Azure AI Search](/azure/search/cognitive-search-custom-skill-form)
 
           - [Azure Functions](tutorial-azure-function.md)
 

articles/ai-services/document-intelligence/managed-identities-secured-access.md

@@ -42,7 +42,7 @@ To get started, you need:
 
 * An [**Azure virtual network**](https://portal.azure.com/#create/Microsoft.VirtualNetwork-ARM) in the same region as your Document Intelligence resource. Create a virtual network to deploy your application resources to train models and analyze documents.
 
-* An **Azure data science VM** for [**Windows**](../../machine-learning/data-science-virtual-machine/provision-vm.md) or [**Linux/Ubuntu**](../../machine-learning/data-science-virtual-machine/dsvm-ubuntu-intro.md) to optionally deploy a data science VM in the virtual network to test the secure connections being established.
+* An **Azure data science VM** for [**Windows**](/azure/machine-learning/data-science-virtual-machine/provision-vm) or [**Linux/Ubuntu**](/azure/machine-learning/data-science-virtual-machine/dsvm-ubuntu-intro) to optionally deploy a data science VM in the virtual network to test the secure connections being established.
 
 ## Configure resources
 

articles/ai-services/document-intelligence/toc.yml

@@ -288,7 +288,7 @@ items:
     - name: Business card
       href: /ai-builder/flow-business-card-reader?toc=/azure/ai-services/document-intelligence/toc.json&bc=/azure/ai-services/document-intelligence/breadcrumb/toc.json
   - name: Use Azure AI Document Intelligence with Azure AI Search
-    href: ../../search/cognitive-search-custom-skill-form.md
+    href: /azure/search/cognitive-search-custom-skill-form
   - name: Use Azure AI Document Intelligence with Azure Functions
     href: tutorial-azure-function.md
 - name: Reference

articles/ai-services/includes/reference/sdk/csharp.md

@@ -14,7 +14,7 @@ ms.author: lajanuar
 
 | Service | Description | Reference documentation |
 | --- | --- | --- |
-| ![Azure AI Search icon](~/reusable-content/ce-skilling/azure/media/ai-services/search.svg) [Azure AI Search](../../../../search/index.yml) | Bring AI-powered cloud search to your mobile and web apps. | &bullet;&NonBreakingSpace;[Azure AI Search SDK for .NET](/dotnet/api/overview/azure/search.documents-readme?view=azure-dotnet&preserve-view=true)<br><br>&bullet;&NonBreakingSpace;[Azure AI Search NuGet package](https://www.nuget.org/packages/Azure.Search.Documents/11.6.0-beta.2)  |
+| ![Azure AI Search icon](~/reusable-content/ce-skilling/azure/media/ai-services/search.svg) [Azure AI Search](/azure/search/) | Bring AI-powered cloud search to your mobile and web apps. | &bullet;&NonBreakingSpace;[Azure AI Search SDK for .NET](/dotnet/api/overview/azure/search.documents-readme?view=azure-dotnet&preserve-view=true)<br><br>&bullet;&NonBreakingSpace;[Azure AI Search NuGet package](https://www.nuget.org/packages/Azure.Search.Documents/11.6.0-beta.2)  |
 | ![Azure OpenAI Service icon](~/reusable-content/ce-skilling/azure/media/ai-services/azure-openai.svg) [Azure OpenAI](../../../openai/index.yml) | Perform a wide variety of natural language tasks. | &bullet;&NonBreakingSpace;[Azure OpenAI SDK for .NET](/dotnet/api/azure.ai.openai?view=azure-dotnet-preview&preserve-view=true) <br><br>&bullet;&NonBreakingSpace;[Azure OpenAI NuGet package](https://www.nuget.org/packages/Azure.AI.OpenAI/1.0.0-beta.13)  |
 | ![Bot service icon](~/reusable-content/ce-skilling/azure/media/ai-services/bot-services.svg) [Bot Service](/composer/) | Create bots and connect them across channels. | &bullet;&NonBreakingSpace;[Bot service SDK for .NET](https://github.com/Microsoft/botbuilder-dotnet?tab=readme-ov-file) <br><br>&bullet;&NonBreakingSpace;[Bot Builder (NuGet package)](https://github.com/Microsoft/botbuilder-dotnet/#packages)  |
 | ![Content Safety icon](~/reusable-content/ce-skilling/azure/media/ai-services/content-safety.svg) [Content Safety](../../../content-safety/index.yml) | Detect harmful content in applications and services.| &bullet;&NonBreakingSpace;[Content Safety SDK for .NET](/dotnet/api/overview/azure/ai.contentsafety-readme?view=azure-dotnet&preserve-view=true) <br><br>&bullet;&NonBreakingSpace;[Content Safety NuGet package](https://www.nuget.org/packages/Azure.AI.ContentSafety/1.0.0)  |

articles/ai-services/includes/reference/sdk/java.md

@@ -14,7 +14,7 @@ ms.author: lajanuar
 
 | Service | Description | Reference documentation |
 | --- | --- | --- |
-| ![Azure AI Search icon](~/reusable-content/ce-skilling/azure/media/ai-services/search.svg) [Azure AI Search](../../../../search/index.yml) | Bring AI-powered cloud search to your mobile and web apps. | &bullet;&NonBreakingSpace;[Azure AI Search SDK for Java](/java/api/overview/azure/search-documents-readme?view=azure-java-stable&preserve-view=true) <br><br>&bullet;&NonBreakingSpace;[Azure AI Search Maven package](https://central.sonatype.com/artifact/com.azure/azure-search-documents/11.7.0-beta.1?smo=true) |
+| ![Azure AI Search icon](~/reusable-content/ce-skilling/azure/media/ai-services/search.svg) [Azure AI Search](/azure/search/) | Bring AI-powered cloud search to your mobile and web apps. | &bullet;&NonBreakingSpace;[Azure AI Search SDK for Java](/java/api/overview/azure/search-documents-readme?view=azure-java-stable&preserve-view=true) <br><br>&bullet;&NonBreakingSpace;[Azure AI Search Maven package](https://central.sonatype.com/artifact/com.azure/azure-search-documents/11.7.0-beta.1?smo=true) |
 | ![Azure OpenAI Service icon](~/reusable-content/ce-skilling/azure/media/ai-services/azure-openai.svg) [Azure OpenAI](../../../openai/index.yml) | Perform a wide variety of natural language tasks. | &bullet;&NonBreakingSpace;[Azure OpenAI SDK for Java](/java/api/com.azure.ai.openai?view=azure-java-preview&preserve-view=true&branch=main)<br><br>&bullet;&NonBreakingSpace;[Azure OpenAI Maven package](https://central.sonatype.com/artifact/com.azure/azure-ai-openai/1.0.0-beta.6?smo=true)  |
 | ![Content Safety icon](~/reusable-content/ce-skilling/azure/media/ai-services/content-safety.svg) [Content Safety](../../../content-safety/index.yml) | Detect harmful content in applications and services.| &bullet;&NonBreakingSpace;[Content Safety SDK for Java](/java/api/overview/azure/ai-contentsafety-readme?view=azure-java-stable&preserve-view=true) <br><br>&bullet;&NonBreakingSpace;[Content Safety Maven package](https://central.sonatype.com/artifact/com.azure/azure-ai-contentsafety) |
 | ![Custom Vision icon](~/reusable-content/ce-skilling/azure/media/ai-services/custom-vision.svg) [Custom Vision](../../../custom-vision-service/index.yml) | Customize image recognition for your applications and models. |&bullet;&NonBreakingSpace;[Custom Vision SDK for Java (prediction)](/java/api/com.microsoft.azure.cognitiveservices.vision.customvision.prediction?view=azure-java-stable&preserve-view=true) <br><br>&bullet;&NonBreakingSpace;[Custom Vision SDK for Java (training)](/java/api/com.microsoft.azure.cognitiveservices.vision.customvision.training?view=azure-java-stable&preserve-view=true)<br><br>&bullet;&NonBreakingSpace;[Custom Vision Maven package (prediction)](https://central.sonatype.com/artifact/com.azure/azure-cognitiveservices-customvision-prediction)<br><br>&bullet;&NonBreakingSpace;[Custom Vision Maven package (training)](https://central.sonatype.com/artifact/com.azure/azure-cognitiveservices-customvision-training) |

articles/ai-services/includes/reference/sdk/javascript.md

@@ -14,7 +14,7 @@ ms.author: lajanuar
 
 | Service | Description | Reference documentation |
 | --- | --- | --- |
-| ![Azure AI Search icon](~/reusable-content/ce-skilling/azure/media/ai-services/search.svg) [Azure AI Search](../../../../search/index.yml) | Bring AI-powered cloud search to your mobile and web apps. | &bullet;&NonBreakingSpace;[Azure AI Search SDK for JavaScript](/javascript/api/overview/azure/search-documents-readme?view=azure-node-latest&preserve-view=true) <br><br>&bullet;&NonBreakingSpace;[Azure AI Search npm package](https://www.npmjs.com/package/@azure/search-documents/v/12.0.0?activeTab=readme)  |
+| ![Azure AI Search icon](~/reusable-content/ce-skilling/azure/media/ai-services/search.svg) [Azure AI Search](/azure/search/) | Bring AI-powered cloud search to your mobile and web apps. | &bullet;&NonBreakingSpace;[Azure AI Search SDK for JavaScript](/javascript/api/overview/azure/search-documents-readme?view=azure-node-latest&preserve-view=true) <br><br>&bullet;&NonBreakingSpace;[Azure AI Search npm package](https://www.npmjs.com/package/@azure/search-documents/v/12.0.0?activeTab=readme)  |
 | ![Azure OpenAI Service icon](~/reusable-content/ce-skilling/azure/media/ai-services/azure-openai.svg) [Azure OpenAI](../../../openai/index.yml) | Perform a wide variety of natural language tasks. |  &bullet;&NonBreakingSpace; [Azure OpenAI SDK for JavaScript](/javascript/api/@azure/openai/?view=azure-node-preview&preserve-view=true&branch=main)<br><br>&bullet;&NonBreakingSpace;[Azure OpenAI npm package](https://www.npmjs.com/package/@azure/openai/v/1.0.0-beta.11) |
 | ![Bot service icon](~/reusable-content/ce-skilling/azure/media/ai-services/bot-services.svg) [Bot Service](/composer/) | Create bots and connect them across channels. | &bullet;&NonBreakingSpace;[Bot Service SDK for JavaScript](https://github.com/Microsoft/botbuilder-js?tab=readme-ov-file)<br><br>&bullet;&NonBreakingSpace;[Bot Builder npm package)](https://github.com/Microsoft/botbuilder-js#packages)  |
 | ![Content Safety icon](~/reusable-content/ce-skilling/azure/media/ai-services/content-safety.svg) [Content Safety](../../../content-safety/index.yml) | Detect harmful content in applications and services.| &bullet;&NonBreakingSpace;[Content Safety SDK for JavaScript](/javascript/api/%40azure-rest/ai-content-safety/?view=azure-node-latest&preserve-view=true)<br><br>&bullet;&NonBreakingSpace;[Content Safety npm package](https://www.npmjs.com/package/@azure-rest/ai-content-safety/v/1.0.0-beta.1) |

articles/ai-services/includes/reference/sdk/python.md

@@ -14,7 +14,7 @@ ms.author: eur
 
 | Service | Description | Reference documentation |
 | --- | --- | --- |
-| ![Azure AI Search icon](~/reusable-content/ce-skilling/azure/media/ai-services/search.svg) [Azure AI Search](../../../../search/index.yml) | Bring AI-powered cloud search to your mobile and web apps. |&bullet;&NonBreakingSpace;[Azure AI Search SDK for Python](/python/api/overview/azure/search-documents-readme?view=azure-python&preserve-view=true) <br><br>&bullet;&NonBreakingSpace;[Azure AI Search PyPi package](https://pypi.org/project/azure-search-documents/11.6.0b1/) |
+| ![Azure AI Search icon](~/reusable-content/ce-skilling/azure/media/ai-services/search.svg) [Azure AI Search](/azure/search/) | Bring AI-powered cloud search to your mobile and web apps. |&bullet;&NonBreakingSpace;[Azure AI Search SDK for Python](/python/api/overview/azure/search-documents-readme?view=azure-python&preserve-view=true) <br><br>&bullet;&NonBreakingSpace;[Azure AI Search PyPi package](https://pypi.org/project/azure-search-documents/11.6.0b1/) |
 | ![Azure OpenAI Service icon](~/reusable-content/ce-skilling/azure/media/ai-services/azure-openai.svg) [Azure OpenAI](../../../openai/index.yml) | Perform a wide variety of natural language tasks. | &bullet;&NonBreakingSpace;[Azure OpenAI SDK for Python](https://github.com/openai/openai-python?tab=readme-ov-file#openai-python-api-library) <br><br>&bullet;&NonBreakingSpace;[Azure OpenAI PyPi package](https://pypi.org/project/openai/) |
 | ![Bot service icon](~/reusable-content/ce-skilling/azure/media/ai-services/bot-services.svg) [Bot Service](/composer/) | Create bots and connect them across channels. | &bullet;&NonBreakingSpace;[BotBuilder PyPi package](https://github.com/microsoft/botbuilder-python/#packages)  |
 | ![Content Safety icon](~/reusable-content/ce-skilling/azure/media/ai-services/content-safety.svg) [Content Safety](../../../content-safety/index.yml) | Detect harmful content in applications and services.|  &bullet;&NonBreakingSpace;[Content Safety SDK for Python](/python/api/overview/azure/ai-contentsafety-readme?view=azure-python&preserve-view=true) <br><br>&bullet;&NonBreakingSpace;[Content Safety PyPi package](https://pypi.org/project/azure-ai-contentsafety/1.0.0/) |

articles/ai-services/index.yml

@@ -90,7 +90,7 @@ productDirectory:
     - title: Azure AI Search
       imageSrc: ~/reusable-content/ce-skilling/azure/media/ai-services/search.svg
       summary: Bring AI-powered cloud search to your mobile and web applications.
-      url: ../search/index.yml
+      url: /azure/search/
     # Card
     - title: Video Indexer
       imageSrc: ~/reusable-content/ce-skilling/azure/media/ai-services/video-indexer.svg
@@ -131,7 +131,7 @@ additionalContent:
         - title: Explore more AI resources
           links:
             - text: Azure Machine Learning
-              url: ../machine-learning/index.yml
+              url: /azure/machine-learning/
             - text: Semantic Kernel
               url: /semantic-kernel/
             - text: AI Builder