Merge pull request #6325 from aahill/aug-fixes

Updating container page

Author: prmerger-automator[bot]

articles/ai-services/cognitive-services-container-support.md

@@ -6,7 +6,7 @@ author: aahill
 manager: nitinme
 ms.service: azure-ai-services
 ms.topic: overview
-ms.date: 03/31/2025
+ms.date: 07/31/2025
 ms.author: aahi
 keywords: on-premises, Docker, container, Kubernetes
 #Customer intent: As a potential customer, I want to know more about how Azure AI services provides and supports Docker containers for each service.
@@ -46,7 +46,7 @@ Azure AI containers provide the following set of Docker containers, each of whic
 
 | Service |  Container | Description | Availability |
 |--|--|--|--|
-| [LUIS][lu-containers] |  **LUIS** ([image](https://mcr.microsoft.com/product/azure-cognitive-services/language/luis/about)) | Loads a trained or published Language Understanding model, also known as a LUIS app, into a docker container and provides access to the query predictions from the container's API endpoints. You can collect query logs from the container and upload these back to the [LUIS portal](https://www.luis.ai) to improve the app's prediction accuracy. | Generally available. <br> This container can also [run in disconnected environments](containers/disconnected-containers.md). |
+| [LUIS][lu-containers] |  **LUIS** ([image](https://mcr.microsoft.com/product/azure-cognitive-services/language/luis/about)) | Loads a trained or published Language Understanding model, also known as a LUIS app, into a docker container and provides access to the query predictions from the container's API endpoints. You can collect query logs from the container and upload these back to the [LUIS portal](https://www.luis.ai) to improve the app's prediction accuracy. | Generally available. |
 | [Language service][ta-containers-keyphrase] | **Key Phrase Extraction** ([image](https://mcr.microsoft.com/product/azure-cognitive-services/textanalytics/keyphrase/about)) | Extracts key phrases to identify the main points. For example, for the input text "The food was delicious and there were wonderful staff," the API returns the main talking points: "food" and "wonderful staff". | Generally available. <br> This container can also [run in disconnected environments](containers/disconnected-containers.md). |
 | [Language service][ta-containers-language] |  **Text Language Detection** ([image](https://mcr.microsoft.com/product/azure-cognitive-services/textanalytics/language/about)) | For up to 120 languages, detects which language the input text is written in and report a single language code for every document submitted on the request. The language code is paired with a score indicating the strength of the score. | Generally available. <br> This container can also [run in disconnected environments](containers/disconnected-containers.md). |
 | [Language service][ta-containers-sentiment] | **Sentiment Analysis** ([image](https://mcr.microsoft.com/product/azure-cognitive-services/textanalytics/sentiment/about)) | Analyzes raw text for clues about positive or negative sentiment. This version of sentiment analysis returns sentiment labels (for example *positive* or *negative*) for each document and sentence within it. |  Generally available. <br> This container can also [run in disconnected environments](containers/disconnected-containers.md). |
@@ -55,7 +55,7 @@ Azure AI containers provide the following set of Docker containers, each of whic
 | [Language service][ta-containers-pii] | **Personally Identifiable Information (PII) detection** ([image](https://mcr.microsoft.com/en-us/product/azure-cognitive-services/textanalytics/pii/tags))| Detect and redact personally identifiable information entities from text. | Generally available. <br>This container can also [run in disconnected environments](containers/disconnected-containers.md). |
 | [Language service][ta-containers-cner] |  **Custom Named Entity Recognition** ([image](https://mcr.microsoft.com/product/azure-cognitive-services/textanalytics/customner/about))| Extract named entities from text, using a custom model you create using your data. | Generally available |
 | [Language service][ta-containers-summarization] | **Summarization** ([image](https://mcr.microsoft.com/product/azure-cognitive-services/textanalytics/summarization/about))| Summarize text from various sources. | Public preview. <br>This container can also [run in disconnected environments](containers/disconnected-containers.md). |
-| [Language service][ta-containers-clu] | **Conversational Language Understanding** ([image](https://mcr.microsoft.com/product/azure-cognitive-services/language/clu/about)| Interpret conversational language. | Generally Available. <br>This container can also [run in disconnected environments](containers/disconnected-containers.md). |
+| [Language service][ta-containers-clu] | **Conversational Language Understanding** ([image](https://mcr.microsoft.com/product/azure-cognitive-services/language/clu/about))| Interpret conversational language. | Generally Available. <br>This container can also [run in disconnected environments](containers/disconnected-containers.md). |
 | [Translator][tr-containers] | **Translator** ([image](https://mcr.microsoft.com/product/azure-cognitive-services/translator/text-translation/about))| Translate text in several languages and dialects. | Generally available. Gated - [request access](https://aka.ms/csgate-translator). <br>This container can also [run in disconnected environments](containers/disconnected-containers.md). |
 
 ### Speech containers
@@ -117,7 +117,6 @@ Install and explore the functionality provided by containers in Azure AI service
 [ad-containers]: anomaly-Detector/anomaly-detector-container-howto.md
 [cv-containers]: computer-vision/computer-vision-how-to-install-containers.md
 [lu-containers]: luis/luis-container-howto.md
-[su-containers]: language-service/summarization/how-to/use-containers.md
 [sp-containers]: speech-service/speech-container-howto.md
 [spa-containers]: ./computer-vision/spatial-analysis-container.md
 [sp-containers-lid]: speech-service/speech-container-lid.md
@@ -133,6 +132,6 @@ Install and explore the functionality provided by containers in Azure AI service
 [ta-containers-summarization]: language-service/summarization/how-to/use-containers.md
 [ta-containers-ner]: language-service/named-entity-recognition/how-to/use-containers.md
 [ta-containers-pii]: language-service/personally-identifiable-information/how-to/use-containers.md
-[ta-contatiners-clu]: language-service/conversational-language-understanding/how-to/use-containers.md
+[ta-containers-clu]: language-service/conversational-language-understanding/how-to/use-containers.md
 [tr-containers]: translator/containers/translator-how-to-install-container.md
 [request-access]: https://aka.ms/csgate