Merge pull request #245846 from aahill/mcr-links

Updating MCR links

Author: prmerger-automator[bot]

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

@@ -8,7 +8,7 @@ manager: nitinme
 ms.custom: cog-serv-seo-aug-2020, ignite-fall-2021
 ms.service: cognitive-services
 ms.topic: overview
-ms.date: 05/08/2023
+ms.date: 07/21/2023
 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.
@@ -63,18 +63,18 @@ Azure AI services containers provide the following set of Docker containers, eac
 
 | Service |  Container | Description | Availability |
 |--|--|--|--|
-| [Speech Service API][sp-containers-stt] |  **Speech to text** ([image](https://hub.docker.com/_/microsoft-azure-cognitive-services-speechservices-speech-to-text)) | Transcribes continuous real-time speech into text. | Generally available. <br> This container can also [run in disconnected environments](containers/disconnected-containers.md). |
-| [Speech Service API][sp-containers-cstt] | **Custom Speech to text** ([image](https://hub.docker.com/_/microsoft-azure-cognitive-services-speechservices-custom-speech-to-text)) | Transcribes continuous real-time speech into text using a custom model. | Generally available <br> This container can also [run in disconnected environments](containers/disconnected-containers.md). |
-| [Speech Service API][sp-containers-ntts] | **Neural Text to speech** ([image](https://hub.docker.com/_/microsoft-azure-cognitive-services-speechservices-neural-text-to-speech)) | Converts text to natural-sounding speech using deep neural network technology, allowing for more natural synthesized speech. | Generally available. <br> This container can also [run in disconnected environments](containers/disconnected-containers.md). |
-| [Speech Service API][sp-containers-lid] | **Speech language detection** ([image](https://hub.docker.com/_/microsoft-azure-cognitive-services-speechservices-language-detection)) | Determines the language of spoken audio. | Gated preview |
+| [Speech Service API][sp-containers-stt] |  **Speech to text** ([image](https://mcr.microsoft.com/product/azure-cognitive-services/speechservices/speech-to-text/about)) | Transcribes continuous real-time speech into text. | Generally available. <br> This container can also [run in disconnected environments](containers/disconnected-containers.md). |
+| [Speech Service API][sp-containers-cstt] | **Custom Speech to text** ([image](https://mcr.microsoft.com/product/azure-cognitive-services/speechservices/custom-speech-to-text/about)) | Transcribes continuous real-time speech into text using a custom model. | Generally available <br> This container can also [run in disconnected environments](containers/disconnected-containers.md). |
+| [Speech Service API][sp-containers-ntts] | **Neural Text to speech** ([image](https://mcr.microsoft.com/product/azure-cognitive-services/speechservices/neural-text-to-speech/about)) | Converts text to natural-sounding speech using deep neural network technology, allowing for more natural synthesized speech. | Generally available. <br> This container can also [run in disconnected environments](containers/disconnected-containers.md). |
+| [Speech Service API][sp-containers-lid] | **Speech language detection** ([image](https://mcr.microsoft.com/product/azure-cognitive-services/speechservices/language-detection/about)) | Determines the language of spoken audio. | Gated preview |
 
 ### Vision containers
 
 
 | Service |  Container | Description | Availability |
 |--|--|--|--|
-| [Azure AI Vision][cv-containers] | **Read OCR** ([image](https://hub.docker.com/_/microsoft-azure-cognitive-services-vision-read)) | The Read OCR container allows you to extract printed and handwritten text from images and documents with support for JPEG, PNG, BMP, PDF, and TIFF file formats. For more information, see the [Read API documentation](./computer-vision/overview-ocr.md). | Generally Available. Gated - [request access](https://aka.ms/csgate). <br>This container can also [run in disconnected environments](containers/disconnected-containers.md). |
-| [Spatial Analysis][spa-containers] | **Spatial analysis** ([image](https://hub.docker.com/_/microsoft-azure-cognitive-services-vision-spatial-analysis)) | Analyzes real-time streaming video to understand spatial relationships between people, their movement, and interactions with objects in physical environments. | Preview |
+| [Azure AI Vision][cv-containers] | **Read OCR** ([image](https://mcr.microsoft.com/product/azure-cognitive-services/vision/read/about)) | The Read OCR container allows you to extract printed and handwritten text from images and documents with support for JPEG, PNG, BMP, PDF, and TIFF file formats. For more information, see the [Read API documentation](./computer-vision/overview-ocr.md). | Generally Available. Gated - [request access](https://aka.ms/csgate). <br>This container can also [run in disconnected environments](containers/disconnected-containers.md). |
+| [Spatial Analysis][spa-containers] | **Spatial analysis** ([image](https://mcr.microsoft.com/product/azure-cognitive-services/vision/spatial-analysis/about)) | Analyzes real-time streaming video to understand spatial relationships between people, their movement, and interactions with objects in physical environments. | Preview |
 
 <!--
 |[Personalizer](./personalizer/what-is-personalizer.md) |F0, S0|**Personalizer** ([image](https://go.microsoft.com/fwlink/?linkid=2083928&clcid=0x409))|Azure AI Personalizer is a cloud-based API service that allows you to choose the best experience to show to your users, learning from their real-time behavior.|

articles/ai-services/containers/container-faq.yml

@@ -17,7 +17,7 @@ sections:
     questions:
       - question: What is available?
         answer: |
-          Azure AI services containers allow developers to use the same intelligent APIs that are available in Azure, but with the [benefits](../cognitive-services-container-support.md#features-and-benefits) of containerization. Some containers are available as a gated preview that might require an application to access. Other containers are publicly available as an ungated preview, or are generally available. You can find a full list of containers and their availability in the [Container support in Azure AI services](../cognitive-services-container-support.md) article. You can also view the containers in [Docker Hub](https://hub.docker.com/_/microsoft-azure-cognitive-services).
+          Azure AI services containers allow developers to use the same intelligent APIs that are available in Azure, but with the [benefits](../cognitive-services-container-support.md#features-and-benefits) of containerization. Some containers are available as a gated preview that might require an application to access. Other containers are publicly available as an ungated preview, or are generally available. You can find a full list of containers and their availability in the [Container support in Azure AI services](../cognitive-services-container-support.md) article. You can also view the containers in the [Microsoft Container Registry (MCR)](https://mcr.microsoft.com/catalog?search=azure%20AI).
       - question:  Is there any difference between the Azure AI services cloud and the containers?
         answer: |
           Azure AI services containers are an alternative to the Azure AI services cloud. Containers offer the same capabilities as the corresponding cloud services. Customers can deploy the containers on-premises or in Azure. The core AI technology, pricing tiers, API keys, and API signature are the same between the container and the corresponding cloud services. There are [features and benefits](../cognitive-services-container-support.md#features-and-benefits) for choosing containers over their cloud service equivalent.

articles/ai-services/containers/disconnected-container-faq.yml

@@ -65,7 +65,7 @@ sections:
           If you have any questions on the application, gating process or other information needed, email [email protected]
       - question: How do I download the disconnected containers?
         answer: | 
-          These containers are hosted on the Microsoft Container Registry and available for download on [Microsoft Artifact Registry](https://mcr.microsoft.com/catalog) and [Docker Hub](https://hub.docker.com/_/microsoft-azure-cognitive-services). You won't be able to run the container if your Azure subscription has not been approved after completion of the request form. Once you're approved, you can follow the steps in [Use Docker containers in disconnected environments](disconnected-containers.md)
+          These containers are hosted on the Microsoft Container Registry and available for download on [Microsoft Artifact Registry](https://mcr.microsoft.com/catalog) and [Microsoft Container Registry (MCR)](https://mcr.microsoft.com/catalog?search=azure%20AI). You won't be able to run the container if your Azure subscription has not been approved after completion of the request form. Once you're approved, you can follow the steps in [Use Docker containers in disconnected environments](disconnected-containers.md)
       - question: What is the service-level agreement (SLA) for Azure AI services containers?
         answer: |
           Azure AI services disconnected containers don't have an SLA, because customers control configuration of the resources used. Customers are free to deploy containers on-premises and define the host environments.

articles/ai-services/language-service/text-analytics-for-health/how-to/use-containers.md

@@ -50,7 +50,7 @@ The Text Analytics for health container image can be found on the `mcr.microsoft
 
 To use the latest version of the container, you can use the `latest` tag. You can also find a full list of [tags on the MCR](https://mcr.microsoft.com/product/azure-cognitive-services/textanalytics/healthcare/tags).
 
-Use the [`docker pull`](https://docs.docker.com/engine/reference/commandline/pull/) command to download this container image from the Microsoft public container registry. You can find the featured tags on the  [dockerhub page](https://hub.docker.com/_/microsoft-azure-cognitive-services-textanalytics-healthcare)  
+Use the [`docker pull`](https://docs.docker.com/engine/reference/commandline/pull/) command to download this container image from the Microsoft public container registry. You can find the featured tags on the  [Microsoft Container Registry](https://mcr.microsoft.com/product/azure-cognitive-services/textanalytics/healthcare/about)  
 
 ```
 docker pull mcr.microsoft.com/azure-cognitive-services/textanalytics/healthcare:<tag-name>

articles/ai-services/translator/text-translation-overview.md

@@ -56,7 +56,7 @@ Add Text Translation to your projects and applications using the following resou
     >
     > * To use the Translator container you must complete and submit the [**Azure AI services Application for Gated Services**](https://aka.ms/csgate-translator) online request form and have it approved to acquire access to the container.
     >
-    > * The [**Translator container image**](https://hub.docker.com/_/microsoft-azure-cognitive-services-translator-text-translation) supports limited features compared to cloud offerings.
+    > * The [**Translator container image**](https://mcr.microsoft.com/product/azure-cognitive-services/translator/text-translation/about) supports limited features compared to cloud offerings.
     >
 
 ## Get started with Text Translation