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Merge pull request #1661 from johndowns/reliability-links
Update links to reliability content
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articles/ai-services/custom-vision-service/overview.md

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## Backup and disaster recovery
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As a part of Azure, Custom Vision Service has components that are maintained across multiple regions. Service zones and regions are used by all of our services to provide continued service to our customers. For more information on zones and regions, see [Azure regions](/azure/availability-zones/az-overview). If you need additional information or have any issues, [contact support](/answers/topics/azure-custom-vision.html).
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As a part of Azure, Custom Vision Service has components that are maintained across multiple regions. Service zones and regions are used by all of our services to provide continued service to our customers. For more information on zones and regions, see [Azure regions](/azure/reliability/availability-zones-overview). If you need additional information or have any issues, [contact support](/answers/topics/azure-custom-vision.html).
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## Data privacy and security

articles/ai-services/luis/luis-reference-regions.md

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Authoring regions are the regions where the application gets created and the training take place.
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LUIS has the following authoring regions available with [paired fail-over regions](/azure/availability-zones/cross-region-replication-azure):
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LUIS has the following authoring regions available with [paired fail-over regions](/azure/reliability/cross-region-replication-azure):
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* Australia east
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* West Europe
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Each region has a secondary region to fail over to. Failover will only happen in the same geographical region.
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Authoring regions have [paired fail-over regions](/azure/availability-zones/cross-region-replication-azure).
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Authoring regions have [paired fail-over regions](/azure/reliability/cross-region-replication-azure).
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The following publishing regions do not have a failover region:
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articles/ai-services/qnamaker/how-to/configure-qna-maker-resources.md

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The high-level idea as represented above is as follows:
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1. Set up two parallel [QnA Maker services](set-up-qnamaker-service-azure.md) in [Azure paired regions](/azure/availability-zones/cross-region-replication-azure).
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1. Set up two parallel [QnA Maker services](set-up-qnamaker-service-azure.md) in [Azure paired regions](/azure/reliability/cross-region-replication-azure).
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1. [Backup](/azure/app-service/manage-backup) your primary QnA Maker App service and [restore](/azure/app-service/manage-backup) it in the secondary setup. This will ensure that both setups work with the same hostname and keys.
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articles/ai-services/speech-service/resiliency-and-recovery-plan.md

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### Speaker recognition
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Speaker recognition uses [Azure paired regions](/azure/availability-zones/cross-region-replication-azure) to automatically fail over operations. Speaker enrollments and voice signatures are backed up regularly to prevent data loss and to be used if there's an outage.
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Speaker recognition uses [Azure paired regions](/azure/reliability/cross-region-replication-azure) to automatically fail over operations. Speaker enrollments and voice signatures are backed up regularly to prevent data loss and to be used if there's an outage.
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During an outage, the speaker recognition service automatically fails over to a paired region and use the backed-up data to continue processing requests until the main region is back online.

articles/ai-studio/how-to/disaster-recovery.md

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Certain Azure services support availability zones. For regions that support availability zones, if a zone goes down any project pauses and data should be saved. However, the data is unavailable to refresh until the zone is back online.
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For more information, see [Availability zone service and regional support](/azure/reliability/availability-zones-service-support).
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For more information, see [Availability zone service support](/azure/reliability/availability-zones-service-support).
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### Deploy critical components to multiple regions
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articles/machine-learning/how-to-access-azureml-behind-firewall.md

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# [IP Address routes](#tab/ipaddress)
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For the Azure Machine Learning service, you must add the IP address of both the __primary__ and __secondary__ regions. To find the secondary region, see the [Cross-region replication in Azure](/azure/availability-zones/cross-region-replication-azure). For example, if your Azure Machine Learning service is in East US 2, the secondary region is Central US.
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For the Azure Machine Learning service, you must add the IP address of both the __primary__ and __secondary__ regions. To find the secondary region, see the [Cross-region replication in Azure](/azure/reliability/cross-region-replication-azure). For example, if your Azure Machine Learning service is in East US 2, the secondary region is Central US.
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To get a list of IP addresses of the Azure Machine Learning service, download the [Azure IP Ranges and Service Tags](https://www.microsoft.com/download/details.aspx?id=56519) and search the file for `AzureMachineLearning.<region>`, where `<region>` is your Azure region.
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articles/machine-learning/how-to-deploy-kubernetes-extension.md

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- [Using a service principal with AKS](/azure/aks/kubernetes-service-principal) is **not supported** by Azure Machine Learning. The AKS cluster must use a **managed identity** instead. Both **system-assigned managed identity** and **user-assigned managed identity** are supported. For more information, see [Use a managed identity in Azure Kubernetes Service](/azure/aks/use-managed-identity).
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- When your AKS cluster used service principal is converted to use Managed Identity, before installing the extension, all node pools need to be deleted and recreated, rather than updated directly.
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- [Disabling local accounts](/azure/aks/manage-local-accounts-managed-azure-ad#disable-local-accounts) for AKS is **not supported** by Azure Machine Learning. When the AKS Cluster is deployed, local accounts are enabled by default.
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- If your AKS cluster has an [Authorized IP range enabled to access the API server](/azure/aks/api-server-authorized-ip-ranges), enable the Azure Machine Learning control plane IP ranges for the AKS cluster. The Azure Machine Learning control plane is deployed across paired regions. Without access to the API server, the machine learning pods can't be deployed. Use the [IP ranges](https://www.microsoft.com/download/confirmation.aspx?id=56519) for both the [paired regions](/azure/availability-zones/cross-region-replication-azure) when enabling the IP ranges in an AKS cluster.
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- If your AKS cluster has an [Authorized IP range enabled to access the API server](/azure/aks/api-server-authorized-ip-ranges), enable the Azure Machine Learning control plane IP ranges for the AKS cluster. The Azure Machine Learning control plane is deployed across paired regions. Without access to the API server, the machine learning pods can't be deployed. Use the [IP ranges](https://www.microsoft.com/download/confirmation.aspx?id=56519) for both the [paired regions](/azure/reliability/cross-region-replication-azure) when enabling the IP ranges in an AKS cluster.
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- Azure Machine Learning doesn't support attaching an AKS cluster cross subscription. If you have an AKS cluster in a different subscription, you must first [connect it to Azure-Arc](/azure/azure-arc/kubernetes/quickstart-connect-cluster) and specify in the same subscription as your Azure Machine Learning workspace.
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- Azure Machine Learning doesn't guarantee support for all preview stage features in AKS. For example, [Microsoft Entra pod identity](/azure/aks/use-azure-ad-pod-identity) isn't supported.
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- If you've followed the steps from [Azure Machine Learning AKS v1 document](./v1/how-to-create-attach-kubernetes.md?view=azureml-api-1&preserve-view=true) to create or attach your AKS as inference cluster, use the following link to [clean up the legacy azureml-fe related resources](./v1/how-to-create-attach-kubernetes.md?view=azureml-api-1&preserve-view=true#delete-azureml-fe-related-resources) before you continue the next step.

articles/machine-learning/how-to-high-availability-machine-learning.md

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Certain Azure services support availability zones. For regions that support availability zones, if a zone goes down any workload pauses and data should be saved. However, the data is unavailable to refresh until the zone is back online.
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For more information, see [Availability zone service and regional support](/azure/reliability/availability-zones-service-support).
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For more information, see [Availability zone service support](/azure/reliability/availability-zones-service-support).
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### Deploy critical components to multiple regions
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articles/machine-learning/v1/how-to-create-attach-kubernetes.md

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- To attach an AKS cluster, the service principal/user performing the operation must be assigned the __Owner or contributor__ Azure role-based access control (Azure RBAC) role on the Azure resource group that contains the cluster. The service principal/user must also be assigned [Azure Kubernetes Service Cluster Admin Role](/azure/role-based-access-control/built-in-roles#azure-kubernetes-service-cluster-admin-role) on the cluster.
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- If you **attach** an AKS cluster, which has an [Authorized IP range enabled to access the API server](/azure/aks/api-server-authorized-ip-ranges), enable the Azure Machine Learning control plane IP ranges for the AKS cluster. The Azure Machine Learning control plane is deployed across paired regions and deploys inference pods on the AKS cluster. Without access to the API server, the inference pods cannot be deployed. Use the [IP ranges](https://www.microsoft.com/download/confirmation.aspx?id=56519) for both the [paired regions](/azure/availability-zones/cross-region-replication-azure) when enabling the IP ranges in an AKS cluster.
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- If you **attach** an AKS cluster, which has an [Authorized IP range enabled to access the API server](/azure/aks/api-server-authorized-ip-ranges), enable the Azure Machine Learning control plane IP ranges for the AKS cluster. The Azure Machine Learning control plane is deployed across paired regions and deploys inference pods on the AKS cluster. Without access to the API server, the inference pods cannot be deployed. Use the [IP ranges](https://www.microsoft.com/download/confirmation.aspx?id=56519) for both the [paired regions](/azure/reliability/cross-region-replication-azure) when enabling the IP ranges in an AKS cluster.
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articles/machine-learning/v1/how-to-high-availability-machine-learning.md

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A multi-regional deployment relies on creation of Azure Machine Learning and other resources (infrastructure) in two Azure regions. If a regional outage occurs, you can switch to the other region. When planning on where to deploy your resources, consider:
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* __Regional availability__: Use regions that are close to your users. To check regional availability for Azure Machine Learning, see [Azure products by region](https://azure.microsoft.com/global-infrastructure/services/).
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* __Azure paired regions__: Paired regions coordinate platform updates and prioritize recovery efforts where needed. For more information, see [Azure paired regions](/azure/availability-zones/cross-region-replication-azure).
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* __Azure paired regions__: Paired regions coordinate platform updates and prioritize recovery efforts where needed. For more information, see [Azure paired regions](/azure/reliability/cross-region-replication-azure).
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* __Service availability__: Decide whether the resources used by your solution should be hot/hot, hot/warm, or hot/cold.
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* __Hot/hot__: Both regions are active at the same time, with one region ready to begin use immediately.

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