Merge pull request #6995 from v-albemi/ai-validation

prmerger-automator[bot] · web-flow · commit 48b8bce56b83 · 2025-09-09T17:39:51.000Z
Bulk - fix validation issues
diff --git a/articles/ai-services/luis/luis-concept-data-alteration.md b/articles/ai-services/luis/luis-concept-data-alteration.md
@@ -36,9 +36,9 @@ The endpoint requires two params for spelling corrections to work:
 |Param|Value|
 |--|--|
 |`spellCheck`|boolean|
-|`bing-spell-check-subscription-key`|[Bing Spell Check API V7](https://azure.microsoft.com/services/cognitive-services/spell-check/) endpoint key|
+|`bing-spell-check-subscription-key`|[Bing Spell Check API V7](/previous-versions/bing/search-apis/bing-spell-check/reference/endpoints) endpoint key|
 
-When [Bing Spell Check API V7](https://azure.microsoft.com/services/cognitive-services/spell-check/) detects an error, the original utterance, and the corrected utterance are returned along with predictions from the endpoint.
+When [Bing Spell Check API V7](/previous-versions/bing/search-apis/bing-spell-check/reference/endpoints) detects an error, the original utterance, and the corrected utterance are returned along with predictions from the endpoint.
 
 #### [V2 prediction endpoint response](#tab/V2)
 
diff --git a/articles/ai-services/translator/custom-translator/faq.md b/articles/ai-services/translator/custom-translator/faq.md
@@ -46,7 +46,7 @@ If the number of extracted sentences doesn't match the two files with the same b
 
 ## I tried uploading my Translation Memory Exchange (TMX) file, but it says "document processing failed"
 
-Ensure that the TMX conforms to the [TMX 1.4b Specification](https://www.gala-global.org/tmx-14b).
+Ensure that the TMX conforms to the [TMX 1.4b Specification](https://www.ttt.org/oscarStandards/tmx/tmx14b.html).
 
 ## Next steps
 
diff --git a/articles/machine-learning/component-reference/apply-sql-transformation.md b/articles/machine-learning/component-reference/apply-sql-transformation.md
@@ -73,7 +73,7 @@ Although SQLite supports much of the ANSI SQL standard, it does not include many
 - You can create a VIEW within SQLite, but thereafter views are read-only. You cannot execute a `DELETE`, `INSERT`, or `UPDATE` statement on a view. However, you can create a trigger that fires on an attempt to `DELETE`, `INSERT`, or `UPDATE` on a view and perform other operations in the body of the trigger.  
   
 
-In addition to the list of non-supported functions provided on the official SQLite site, the following wiki provides a list of other unsupported features: [SQLite - Unsupported SQL](http://www2.sqlite.org/cvstrac/wiki?p=UnsupportedSql)  
+In addition to the list of non-supported functions provided on the official SQLite site, the following wiki provides a list of other unsupported features: [SQLite - Unsupported SQL](https://www.sqlite.org/omitted.html)  
     
 ## Next steps
 
diff --git a/articles/machine-learning/how-to-responsible-ai-image-dashboard.md b/articles/machine-learning/how-to-responsible-ai-image-dashboard.md
@@ -319,4 +319,4 @@ To learn more about the four explainability methods, see [Generate explanations
 - Learn more about the [concepts and techniques behind the Responsible AI dashboard](concept-responsible-ai-dashboard.md).
 - View sample [YAML and Python notebooks](https://github.com/Azure/azureml-examples/tree/main/sdk/python/responsible-ai) to generate a Responsible AI dashboard with YAML or Python.
 - Learn more about how you can use the Responsible AI image dashboard to debug image data and models and inform better decision-making in this [tech community blog post](https://aka.ms/rai-object-detection-blog).
-- Learn about how the Responsible AI dashboard was used by Clearsight in a [real-life customer story](https://customers.microsoft.com/story/1548724923828850434-constellation-clearsight-energy-azure-machine-learning).
+
diff --git a/articles/machine-learning/how-to-responsible-ai-vision-insights.md b/articles/machine-learning/how-to-responsible-ai-vision-insights.md
@@ -215,4 +215,4 @@ Once the AutoML pipeline completes and the Responsible AI vision dashboard is ge
 - Learn more about the [concepts and techniques behind the Responsible AI dashboard](concept-responsible-ai-dashboard.md).
 - View sample [YAML and Python notebooks](https://github.com/Azure/azureml-examples/tree/main/sdk/python/responsible-ai).
 - Learn more about how you can use the Responsible AI image dashboard to debug image data and models and inform better decision-making in this [tech community blog post](https://aka.ms/rai-object-detection-blog).
-- Learn about how the Responsible AI dashboard was used by Clearsight in a [real-life customer story](https://customers.microsoft.com/story/1548724923828850434-constellation-clearsight-energy-azure-machine-learning).
+
diff --git a/articles/search/cognitive-search-create-custom-skill-example.md b/articles/search/cognitive-search-create-custom-skill-example.md
@@ -15,7 +15,7 @@ ms.custom:
 
 # Example: Create a custom skill using the Bing Entity Search API
 
-In this example, learn how to create a web API custom skill. This skill will accept locations, public figures, and organizations, and return descriptions for them. The example uses an [Azure Function](https://azure.microsoft.com/services/functions/) to wrap the [Bing Entity Search API](https://azure.microsoft.com/services/cognitive-services/bing-entity-search-api/) so that it implements the custom skill interface.
+In this example, learn how to create a web API custom skill. This skill will accept locations, public figures, and organizations, and return descriptions for them. The example uses an [Azure Function](https://azure.microsoft.com/services/functions/) to wrap the [Bing Entity Search API](/previous-versions/bing/search-apis/bing-entity-search/overview) so that it implements the custom skill interface.
 
 ## Prerequisites
 
diff --git a/articles/search/search-region-support.md b/articles/search/search-region-support.md
@@ -105,7 +105,7 @@ You can create an Azure AI Search service in any of the following Azure public r
 | Japan West​ | ✅ |  | ✅ | ✅ |  |
 | Korea Central | ✅ | ✅ | ✅ | ✅ | ✅ |
 | Korea South​​ |  |  | ✅ | ✅ |  |
-| Malaysia West |  | ✅ |  |  |  |  |
+| Malaysia West |  | ✅ |  |  |  |  
 | New Zealand North |  | ✅ |  |  |  |
 | South India |  | ✅ |  |  |  |
 | Southeast Asia​​ | ✅ | ✅ | ✅ | ✅ | ✅ |
diff --git a/articles/search/search-security-overview.md b/articles/search/search-security-overview.md
@@ -119,7 +119,7 @@ The private endpoint uses an IP address from the virtual network address space f
 
 :::image type="content" source="media/search-security-overview/inbound-private-link-azure-cog-search.png" alt-text="sample architecture diagram for private endpoint access":::
 
-While this solution is the most secure, using more services is an added cost so be sure you have a clear understanding of the benefits before diving in. For more information about costs, see the [pricing page](https://azure.microsoft.com/pricing/details/private-link/). For more information about how these components work together, [watch this video](https://learn.microsoft.com/Shows/AI-Show/Azure-Cognitive-Search-Whats-new-in-security). Coverage of the private endpoint option starts at 5:48 into the video. For instructions on how to set up the endpoint, see [Create a Private Endpoint for Azure AI Search](service-create-private-endpoint.md).
+While this solution is the most secure, using more services is an added cost so be sure you have a clear understanding of the benefits before diving in. For more information about costs, see the [pricing page](https://azure.microsoft.com/pricing/details/private-link/). For more information about how these components work together, [watch this video](/Shows/AI-Show/Azure-Cognitive-Search-Whats-new-in-security). Coverage of the private endpoint option starts at 5:48 into the video. For instructions on how to set up the endpoint, see [Create a Private Endpoint for Azure AI Search](service-create-private-endpoint.md).
 
 ### Network security perimeter
 
@@ -300,4 +300,4 @@ Apply metadata tags to categorize search services based on data sensitivity and
 + [Azure Security](https://azure.microsoft.com/overview/security)
 + [Microsoft Defender for Cloud](/azure/security-center/)
 
-We also recommend the following [video on security features](https://learn.microsoft.com/Shows/AI-Show/Azure-Cognitive-Search-Whats-new-in-security). It's several years old and doesn't cover newer features, but it covers these features: CMK, IP firewalls, and private link. If you use those features, you might find this video helpful.
+We also recommend the following [video on security features](/Shows/AI-Show/Azure-Cognitive-Search-Whats-new-in-security). It's several years old and doesn't cover newer features, but it covers these features: CMK, IP firewalls, and private link. If you use those features, you might find this video helpful.
