Merge pull request #11832 from MicrosoftDocs/learn-build-service-prod…

…bot/docutune-autopr-20240408-050708-0522784-ignore-build

[DocuTune-Remediation] - DocuTune scheduled execution in AAC (part 1)

docs/ai-ml/architecture/search-blob-metadata.yml

@@ -21,4 +21,4 @@ name: Index file content and metadata by using Azure AI Search
 summary: Build an Azure AI Search index by using file content from Azure Blob Storage and metadata from Azure Table Storage.
 thumbnailUrl: /azure/architecture/browse/thumbs/search-blob-metadata-thumb.png
 content: |
-  [!include[](search-blob-metadata-content.md)]
+  [!INCLUDE[](search-blob-metadata-content.md)]

docs/ai-ml/architecture/secure-compute-for-research.yml

@@ -22,4 +22,4 @@ products:
   - azure-data-factory
 thumbnailUrl: /azure/architecture/browse/thumbs/secure-research-env.png
 content: |
-   [!include[](secure-compute-for-research-content.md)]
+   [!INCLUDE[](secure-compute-for-research-content.md)]

docs/ai-ml/architecture/speech-to-text-transcription-analytics.yml

@@ -2,7 +2,7 @@
 metadata:
   title: Build a speech-to-text transcription pipeline to analyze recorded conversations
   titleSuffix: Azure Architecture Center
-  description: Build a pipeline to transcribe and analyze audio conversations by using the Azure Cognitive Services Speech and Language APIs. 
+  description: Build a pipeline to transcribe and analyze audio conversations by using the AI Speech and Language APIs.
   author: bdleavitt
   ms.author: bleavitt
   ms.date: 10/14/2022
@@ -21,7 +21,7 @@ products:
   - azure-synapse-analytics
   - azure-logic-apps
 name: Use a speech-to-text transcription pipeline to analyze recorded conversations
-summary: Build a pipeline to transcribe and analyze audio conversations by using the Azure Cognitive Services Speech and Language APIs. 
+summary: Build a pipeline to transcribe and analyze audio conversations by using the AI Speech and Language APIs.
 thumbnailUrl: /azure/architecture/browse/thumbs/speech-to-text-analytics-nlp-pipeline-thumb.png
 content: |
-  [!include[](speech-to-text-transcription-analytics-content.md)]
+  [!INCLUDE[](speech-to-text-transcription-analytics-content.md)]

docs/ai-ml/guide/conversation-summarization.yml

@@ -1,7 +1,7 @@
 ### YamlMime:Architecture
 metadata:
   title: Conversation summarization
-  description: Learn how to generate summaries of customer–agent interactions by using the Azure OpenAI GPT-3 model. 
+  description: Learn how to generate summaries of customer–agent interactions by using the Azure OpenAI GPT-3 model.
   author: mejani
   ms.author: mejani
   ms.date: 05/10/2023
@@ -16,7 +16,7 @@ azureCategories:
 products:
   - ai-services
 name: Conversation summarization
-summary: Learn how to generate summaries of customer–agent interactions by using the Azure OpenAI GPT-3 model. 
+summary: Learn how to generate summaries of customer–agent interactions by using the Azure OpenAI GPT-3 model.
 thumbnailUrl: /azure/architecture/browse/thumbs/conversation-summarization-overview.png
 content: |
-  [!include[](conversation-summarization-content.md)]
+  [!INCLUDE[](conversation-summarization-content.md)]