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articles/ai-services/speech-service/fast-transcription-create.md

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## Prerequisites
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- An Azure AI Speech resource in one of the regions where the fast transcription API is available. The supported regions are: Central India, East US, Southeast Asia, and West Europe. For more information about regions supported for other Speech service features, see [Speech service regions](./regions.md).
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- An Azure AI Speech resource in one of the regions where the fast transcription API is available. The supported regions are: **Australia East**, **Brazil South**, **Central India**, **East US**, **East US 2**, **French Central**, **Japan East**, **North Central US**, **North Europe**, **South Central US**, **Southeast Asia**, **Sweden Central**, **West Europe**, **West US**, **West US 2**, **West US 3**. For more information about regions supported for other Speech service features, see [Speech service regions](./regions.md).
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- An audio file (less than 2 hours long and less than 200 MB in size) in one of the formats and codecs supported by the batch transcription API. For more information about supported audio formats, see [supported audio formats](./batch-transcription-audio-data.md#supported-audio-formats-and-codecs).
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## Use the fast transcription API

articles/ai-services/speech-service/regions.md

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| ------------- | -------------------- | --------------------------------------- |
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| Africa | South Africa North | `southafricanorth` <sup>6</sup> |
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| Asia Pacific | East Asia | `eastasia` <sup>5</sup> |
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| Asia Pacific | Southeast Asia | `southeastasia` <sup>1,2,4,5,7,9,10</sup> |
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| Asia Pacific | Australia East | `australiaeast` <sup>1,2,4,7</sup> |
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| Asia Pacific | Central India | `centralindia` <sup>1,2,4,5</sup> |
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| Asia Pacific | Japan East | `japaneast` <sup>2,5</sup> |
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| Asia Pacific | Southeast Asia | `southeastasia` <sup>1,2,4,5,7,9,10,12</sup> |
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| Asia Pacific | Australia East | `australiaeast` <sup>1,2,4,7,12</sup> |
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| Asia Pacific | Central India | `centralindia` <sup>1,2,4,5,12</sup> |
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| Asia Pacific | Japan East | `japaneast` <sup>2,5,12</sup> |
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| Asia Pacific | Japan West | `japanwest` <sup>3</sup> |
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| Asia Pacific | Korea Central | `koreacentral` <sup>2</sup> |
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| Canada | Canada Central | `canadacentral` <sup>1</sup> |
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| Europe | North Europe | `northeurope` <sup>1,2,4,5,7,10</sup> |
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| Europe | West Europe | `westeurope` <sup>1,2,4,5,7,9,10</sup> |
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| Europe | France Central | `francecentral` |
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| Europe | North Europe | `northeurope` <sup>1,2,4,5,7,10,12</sup> |
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| Europe | West Europe | `westeurope` <sup>1,2,4,5,7,9,10,12</sup> |
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| Europe | France Central | `francecentral` <sup>12</sup> |
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| Europe | Germany West Central | `germanywestcentral` |
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| Europe | Norway East | `norwayeast` |
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| Europe | Sweden Central | `swedencentral`<sup>8,10</sup> |
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| Europe | Sweden Central | `swedencentral`<sup>8,10,12</sup> |
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| Europe | Switzerland North | `switzerlandnorth` <sup>6</sup> |
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| Europe | Switzerland West | `switzerlandwest` <sup>3</sup> |
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| Europe | UK South | `uksouth` <sup>1,2,4,7</sup> |
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| Middle East | UAE North | `uaenorth` <sup>6</sup> |
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| South America | Brazil South | `brazilsouth` <sup>6</sup> |
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| South America | Brazil South | `brazilsouth` <sup>6,12</sup> |
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| Qatar | Qatar Central | `qatarcentral`<sup>3,8</sup> |
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| US | Central US | `centralus` |
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| US | East US | `eastus` <sup>1,2,4,5,7,9,11</sup> |
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| US | East US 2 | `eastus2` <sup>1,2,4,5</sup> |
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| US | North Central US | `northcentralus` <sup>4,6</sup> |
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| US | South Central US | `southcentralus` <sup>1,2,4,5,6,7,10</sup> |
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| US | East US | `eastus` <sup>1,2,4,5,7,9,11,12</sup> |
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| US | East US 2 | `eastus2` <sup>1,2,4,5,12</sup> |
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| US | North Central US | `northcentralus` <sup>4,6,12</sup> |
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| US | South Central US | `southcentralus` <sup>1,2,4,5,6,7,10,12</sup> |
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| US | West Central US | `westcentralus` <sup>3,5</sup> |
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| US | West US | `westus` <sup>2,5</sup> |
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| US | West US 2 | `westus2` <sup>1,2,4,5,7,10</sup> |
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| US | West US 3 | `westus3` <sup>3</sup> |
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| US | West US | `westus` <sup>2,5,12</sup> |
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| US | West US 2 | `westus2` <sup>1,2,4,5,7,10,12</sup> |
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| US | West US 3 | `westus3` <sup>3,12</sup> |
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<sup>1</sup> The region has dedicated hardware for custom speech training. If you plan to train a custom model with audio data, you must use one of the regions with dedicated hardware. Then you can [copy the trained model](how-to-custom-speech-train-model.md#copy-a-model) to another region.
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<sup>11</sup> The region supports video translation.
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<sup>12</sup> The region supports fast transcription.
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## Intent recognition
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Available regions for intent recognition via the Speech SDK are in the following table.

articles/ai-studio/how-to/secure-data-playground.md

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- In the Azure portal, select the hub and then select __Settings__, __Properties__, and __Options__. At the bottom of the page, verify that __Storage account access type__ is set to __Identity-based access__.
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- If deploying using Azure Resource Manager or Bicep templates, include the `systemDatastoresAuthMode: 'identity'` property in your deployment template.
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- You must be familiar with using Microsoft Entra ID role-based access control to assign roles to resources and users. For more information, visit the [Role-based access control](/azure/role-based-access-control/overview) article.
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## Configure Network Isolated AI Studio Hub
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The services need to authorize each other to access the connected resources. The admin performing the configuration needs to have the __Owner__ role on these resources to add role assignments. The following table lists the required role assignments for each resource. The __Assignee__ column refers to the system-assigned managed identity of the listed resource. The __Resource__ column refers to the resource that the assignee needs to access. For example, the Azure AI Search has a system-assigned managed identity that needs to be assigned the __Storage Blob Data Contributor__ role for the Azure Storage Account.
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For more information on assigning roles, see [Tutorial: Grant a user access to resources](/azure/role-based-access-control/quickstart-assign-role-user-portal).
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| Resource | Role | Assignee | Description |
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|----------|------|----------|-------------|
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| Azure AI Search | Search Index Data Contributor | Azure AI services/OpenAI | Read-write access to content in indexes. Import, refresh, or query the documents collection of an index. Only used for ingestion and inference scenarios. |
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> [!NOTE]
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> The Cognitive Services OpenAI User role is only required if you are using two Azure OpenAI resources: one for your chat model and one for your embedding model. If this applies, enable Trusted Services AND ensure the Connection for your embedding model Azure OpenAI resource has EntraID enabled.
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To enable your developers to use these resources to build applications, add the developers' identity with the following role assignments to the listed resources.
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| Resource | Role | Description |
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|----------|------|-------------|
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| Azure AI Search | Contributor | List API-Keys to list indexes from Azure OpenAI Studio. |
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| Azure AI Search | Search Index Data Contributor | Required for the indexing scenario. |
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| Azure AI services/OpenAI | Cognitive Services OpenAI Contributor | Call public ingestion API from Azure OpenAI Studio. |
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| Azure AI services/OpenAI | Cognitive Services User | List API-Keys from Azure OpenAI Studio. |
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| Azure AI services/OpenAI | Contributor | Allows for calls to the control plane. |
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| Azure Storage Account | Contributor | List Account SAS to upload files from Azure OpenAI Studio. |
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| Azure Storage Account | Storage Blob Data Contributor | Needed for developers to read and write to blob storage. |
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| Azure Storage Account | Storage File Data Privileged Contributor | Needed to Access File Share in Storage for Promptflow data. |
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| The resource group or Azure subscription where the developer need to deploy the web app to | Contributor | Deploy web app to the developer's Azure subscription. |
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### Assign roles to developers
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To enable your developers to use these resources to build applications, assign the following roles to your developer's identity in Microsoft Entra ID. For example, assign the __Search Services Contributor__ role to the developer's Microsoft Entra ID for the Azure AI Search resource.
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For more information on assigning roles, see [Tutorial: Grant a user access to resources](/azure/role-based-access-control/quickstart-assign-role-user-portal).
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| Resource | Role | Assignee | Description |
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|----------|------|----------|-------------|
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| Azure AI Search | Search Services Contributor | Developer's Microsoft Entra ID | List API-Keys to list indexes from Azure OpenAI Studio. |
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| Azure AI Search | Search Index Data Contributor | Developer's Microsoft Entra ID | Required for the indexing scenario. |
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| Azure AI services/OpenAI | Cognitive Services OpenAI Contributor | Developer's Microsoft Entra ID | Call public ingestion API from Azure OpenAI Studio. |
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| Azure AI services/OpenAI | Cognitive Services User | Developer's Microsoft Entra ID | List API-Keys from Azure OpenAI Studio. |
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| Azure AI services/OpenAI | Contributor | Developer's Microsoft Entra ID | Allows for calls to the control plane. |
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| Azure Storage Account | Contributor | Developer's Microsoft Entra ID | List Account SAS to upload files from Azure OpenAI Studio. |
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| Azure Storage Account | Storage Blob Data Contributor | Developer's Microsoft Entra ID | Needed for developers to read and write to blob storage. |
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| Azure Storage Account | Storage File Data Privileged Contributor | Developer's Microsoft Entra ID | Needed to Access File Share in Storage for Promptflow data. |
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| The resource group or Azure subscription where the developer need to deploy the web app to | Contributor | Developer's Microsoft Entra ID | Deploy web app to the developer's Azure subscription. |
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## Use your data in AI Studio
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articles/machine-learning/reference-yaml-job-command.md

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:::code language="yaml" source="~/azureml-examples-main/cli/jobs/single-step/tensorflow/mnist-distributed/job.yml":::
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## YAML: distributed MPI
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:::code language="yaml" source="~/azureml-examples-main/cli/jobs/single-step/tensorflow/mnist-distributed-horovod/job.yml":::
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## Next steps
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- [Install and use the CLI (v2)](how-to-configure-cli.md)
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