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The following example creates an Azure AI services connection. This example creates one connection for the AI services documented in the [Connect to Azure AI services](../../ai-services/how-to/connect-ai-services.md) article. The same connection also supports the Azure OpenAI service.
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The following example creates an Azure AI services connection. This example creates one connection for the AI services documented in the [Connect to Azure AI services](../../../ai-services/connect-services-ai-foundry-portal.md) article. The same connection also supports the Azure OpenAI service.
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```python
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from azure.ai.ml.entities import AzureAIServicesConnection, ApiKeyConfiguration
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---
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title: How to use Azure AI services in Azure AI Foundry portal
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titleSuffix: Azure AI Foundry
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titleSuffix: Azure AI Services
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description: Learn how to use Azure AI services in Azure AI Foundry portal. You can use existing Azure AI services resources in Azure AI Foundry portal by creating a connection to the resource.
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manager: nitinme
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ms.service: azure-ai-foundry
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ms.service: azure-ai-services
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ms.custom:
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- ignite-2023
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- build-2024
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- ignite-2024
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ms.topic: how-to
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ms.date: 2/12/2025
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ms.date: 4/14/2025
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ms.reviewer: eur
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ms.author: eur
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author: eric-urban
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When you create a project for the first time, you can select an existing Azure AI services resource (including Azure OpenAI) or create a new AI services resource.
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:::image type="content" source="../../media/how-to/projects/projects-create-resource.png" alt-text="Screenshot of the create resource page within the create project dialog." lightbox="../../media/how-to/projects/projects-create-resource.png":::
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:::image type="content" source="./media/ai-foundry/projects-create-resource.png" alt-text="Screenshot of the create resource page within the create project dialog." lightbox="./media/ai-foundry/projects-create-resource.png":::
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For more details about creating a project, see the [create an Azure AI Foundry project](../../how-to/create-projects.md) how-to guide or the [create a project and use the chat playground](../../quickstarts/get-started-playground.md) quickstart.
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For more details about creating a project, see the [create an Azure AI Foundry project](../ai-foundry/how-to/create-projects.md) how-to guide or the [create a project and use the chat playground](../ai-foundry/quickstarts/get-started-playground.md) quickstart.
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### Connect Azure AI services after you create a project
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To use your existing Azure AI services resources (such as Azure AI Speech) in an Azure AI Foundry project, you need to create a connection to the resource.
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1. Create an Azure AI Foundry project. For detailed instructions, see [Create an Azure AI Foundry project](../../how-to/create-projects.md).
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1. Create an Azure AI Foundry project. For detailed instructions, see [Create an Azure AI Foundry project](../ai-foundry/how-to/create-projects.md).
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1. Go to your Azure AI Foundry project.
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1. Select **Management center** from the left pane.
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1. Select **Connected resources** (under **Project**) from the left pane.
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1. Select **+ New connection**.
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:::image type="content" source="../../media/ai-services/connections-add.png" alt-text="Screenshot of the connected resources page with the button to create a new connection." lightbox="../../media/ai-services/connections-add.png":::
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:::image type="content" source="./media/ai-foundry/connections-add.png" alt-text="Screenshot of the connected resources page with the button to create a new connection." lightbox="./media/ai-foundry/connections-add.png":::
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1. On the **Add a connection to external assets** page, select the kind of AI service that you want to connect to the project. For example, you can select Azure AI services (for a connection to multiple services in one resource), Azure OpenAI Service, Azure AI Content Safety, Azure AI Speech, Azure AI Language, and other AI services.
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:::image type="content" source="../../media/ai-services/connections-add-assets.png" alt-text="Screenshot of the page to select the kind of AI service that you want to connect to the project." lightbox="../../media/ai-services/connections-add-assets.png":::
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:::image type="content" source="./media/ai-foundry/connections-add-assets.png" alt-text="Screenshot of the page to select the kind of AI service that you want to connect to the project." lightbox="./media/ai-foundry/connections-add-assets.png":::
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1. On the next page in the wizard, browse or search to find the resource you want to connect. Then select **Add connection**.
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:::image type="content" source="../../media/ai-services/connections-add-speech.png" alt-text="Screenshot of the page to select the Azure AI resource that you want to connect to the project." lightbox="../../media/ai-services/connections-add-speech.png":::
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:::image type="content" source="./media/ai-foundry/connections-add-speech.png" alt-text="Screenshot of the page to select the Azure AI resource that you want to connect to the project." lightbox="./media/ai-foundry/connections-add-speech.png":::
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1. After the resource is connected, select **Close** to return to the **Connected resources** page. You should see the new connection listed.
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1. Go to the [Azure AI Foundry portal home page](https://ai.azure.com).
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1. Select the tile that says **Model catalog and benchmarks**.
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:::image type="content" source="../../media/explore/ai-studio-home-model-catalog.png" alt-text="Screenshot of the home page in Azure AI Foundry portal with the option to select the model catalog tile." lightbox="../../media/explore/ai-studio-home-model-catalog.png":::
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:::image type="content" source="./media/ai-foundry/ai-studio-home-model-catalog.png" alt-text="Screenshot of the home page in Azure AI Foundry portal with the option to select the model catalog tile." lightbox="./media/ai-foundry/ai-studio-home-model-catalog.png":::
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If you don't see this tile, you can also go directly to the [Azure AI model catalog page](https://ai.azure.com/explore/models) in Azure AI Foundry portal.
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1. From the **Collections** dropdown, select **Microsoft**. Search for Azure AI services models by entering **azure-ai** in the search box.
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:::image type="content" source="../../media/ai-services/models/ai-services-model-catalog.png" alt-text="Screenshot of the model catalog page in Azure AI Foundry portal with the option to search by collection and name." lightbox="../../media/ai-services/models/ai-services-model-catalog.png":::
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:::image type="content" source="./media/ai-foundry/ai-services-model-catalog.png" alt-text="Screenshot of the model catalog page in Azure AI Foundry portal with the option to search by collection and name." lightbox="./media/ai-foundry/ai-services-model-catalog.png":::
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1. Select a model to view more details about it. You can also try the model if it's available for you to try without a project.
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## Try Azure AI services in the project level playgrounds
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In the project-level playgrounds, you can try Azure AI services such as Azure AI Speech and Azure AI Language.
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1. Go to your Azure AI Foundry project. If you need to create a project, see [Create an Azure AI Foundry project](../../how-to/create-projects.md).
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1. Go to your Azure AI Foundry project. If you need to create a project, see [Create an Azure AI Foundry project](../ai-foundry/how-to/create-projects.md).
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1. Select **Playgrounds** from the left pane and then select a playground to use. In this example, select **Try the Speech playground**.
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:::image type="content" source="../../media/ai-services/playgrounds/azure-ai-services-playgrounds.png" alt-text="Screenshot of the project level playgrounds that you can use." lightbox="../../media/ai-services/playgrounds/azure-ai-services-playgrounds.png":::
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:::image type="content" source="./media/ai-foundry/azure-ai-services-playgrounds.png" alt-text="Screenshot of the project level playgrounds that you can use." lightbox="./media/ai-foundry/azure-ai-services-playgrounds.png":::
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1. Optionally, you can select a different connection to use in the playground. In the Speech playground, you can connect to Azure AI Services multi-service resources or Speech service resources.
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:::image type="content" source="../../media/ai-services/playgrounds/speech-playground.png" alt-text="Screenshot of the Speech playground in a project." lightbox="../../media/ai-services/playgrounds/speech-playground.png":::
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:::image type="content" source="./media/ai-foundry/speech-playground.png" alt-text="Screenshot of the Speech playground in a project." lightbox="./media/ai-foundry/speech-playground.png":::
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If you have other connected resources, you can use them in the corresponding playgrounds. For example, in the Language playground, you can connect to Azure AI Services multi-service resources or Azure AI Language resources.
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:::image type="content" source="../../media/ai-services/playgrounds/language-playground.png" alt-text="Screenshot of the Language playground in a project." lightbox="../../media/ai-services/playgrounds/language-playground.png":::
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:::image type="content" source="./media/ai-foundry/language-playground.png" alt-text="Screenshot of the Language playground in a project." lightbox="./media/ai-foundry/language-playground.png":::
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## Try out Azure AI Services demos
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1. Go to the [Azure AI Foundry home page](https://ai.azure.com) and make sure you're signed in with the Azure subscription that has your Azure AI services resource.
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1. Find the tile that says **Explore Azure AI Services** and select **Try now**.
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:::image type="content" source="../../media/explore/home-ai-services.png" alt-text="Screenshot of the home page in Azure AI Foundry portal with the option to select Azure AI Services." lightbox="../../media/explore/home-ai-services.png":::
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:::image type="content" source="./media/ai-foundry/home-ai-services.png" alt-text="Screenshot of the home page in Azure AI Foundry portal with the option to select Azure AI Services." lightbox="./media/ai-foundry/home-ai-services.png":::
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If you don't see this tile, you can also go directly to the [Azure AI Services page](https://ai.azure.com/explore/aiservices) in Azure AI Foundry portal.
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1. You should see tiles for Azure AI services that you can try. Select a tile to get to the demo page for that service. For example, select **Language + Translator**.
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:::image type="content" source="../../media/ai-services/overview/ai-services-capabilities.png" alt-text="Screenshot of the landing page to try Azure AI Services try out capabilities in Azure AI Foundry portal." lightbox="../../media/ai-services/overview/ai-services-capabilities.png":::
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:::image type="content" source="./media/ai-foundry/ai-services-capabilities.png" alt-text="Screenshot of the landing page to try Azure AI Services try out capabilities in Azure AI Foundry portal." lightbox="./media/ai-foundry/ai-services-capabilities.png":::
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The presentation and flow of the demo pages might vary depending on the service. In some cases, you need to select a project or connection to use the service.
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## Fine-tune Azure AI services models
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In Azure AI Foundry portal, you can fine-tune some Azure AI services models. For example, you can fine-tune a model for custom speech.
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1. Go to your Azure AI Foundry project. If you need to create a project, see [Create an Azure AI Foundry project](../../how-to/create-projects.md).
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1. Go to your Azure AI Foundry project. If you need to create a project, see [Create an Azure AI Foundry project](../ai-foundry/how-to/create-projects.md).
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1. Select **Fine-tuning** from the left pane.
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1. Select **AI Service fine-tuning**.
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:::image type="content" source="../../media/ai-services/fine-tune-azure-ai-services.png" alt-text="Screenshot of the page to select fine-tuning of Azure AI Services models." lightbox="../../media/ai-services/fine-tune-azure-ai-services.png":::
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:::image type="content" source="./media/ai-foundry/fine-tune-azure-ai-services.png" alt-text="Screenshot of the page to select fine-tuning of Azure AI Services models." lightbox="./media/ai-foundry/fine-tune-azure-ai-services.png":::
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1. Select **+ Fine-tune**.
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1. Follow the wizard to fine-tune a model for the capabilities that you want.
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1. Select **Models + endpoints** (under **Project**) from the left pane.
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1. Select the **Service endpoints** tab to view the list of Azure AI services models that are already deployed.
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:::image type="content" source="../../media/ai-services/endpoint/models-endpoints-ai-services-deployments.png" alt-text="Screenshot of the models and endpoints page to view Azure AI services endpoints." lightbox="../../media/ai-services/endpoint/models-endpoints-ai-services-deployments.png":::
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:::image type="content" source="./media/ai-foundry/models-endpoints-ai-services-deployments.png" alt-text="Screenshot of the models and endpoints page to view Azure AI services endpoints." lightbox="./media/ai-foundry/models-endpoints-ai-services-deployments.png":::
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In this example, we see:
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- Six Azure AI Services deployments (such as Azure AI Speech and Azure AI Language) via the default connection. These models were already available for use when you created the project.
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- Another Azure AI Speech deployment via the `contosoazureaispeecheastus` example connection. This example assumes that you connected to an Azure AI Speech resource after creating the project. For more information about connecting to Azure AI services, see [Use your existing Azure OpenAI and AI services resources](./connect-ai-services.md).
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- Another Azure AI Speech deployment via the `contosoazureaispeecheastus` example connection. This example assumes that you connected to an Azure AI Speech resource after creating the project. For more information about connecting to Azure AI services, see [Bring your existing Azure AI services resources into a project](#bring-your-existing-azure-ai-services-resources-into-a-project).
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There's no option to deploy Azure AI services models from the **Models + endpoints** page. Azure AI services models are already deployed and ready to use.
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However, you can deploy [fine-tuned Azure AI services models](#fine-tune-azure-ai-services-models). For example, you might want to deploy a custom speech model that you fine-tuned. In this case, you can deploy the model from the corresponding fine-tuning page.
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## Related content
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-[What are Azure AI services?](../../../ai-services/what-are-ai-services.md?context=/azure/ai-studio/context/context)
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-[Connections in Azure AI Foundry portal](../../concepts/connections.md)
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-[What are Azure AI services?](./what-are-ai-services.md)
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-[Connections in Azure AI Foundry portal](../ai-foundry/concepts/connections.md)
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Document Intelligence is part of the Azure AI services offerings in the [Azure AI Foundry portal](https://ai.azure.com/). Each of the Azure AI services helps developers and organizations rapidly create intelligent, cutting-edge, market-ready, and responsible applications with out-of-the-box and prebuilt and customizable APIs and models.
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Learn how to [connect your AI services hub](../../ai-foundry/ai-services/how-to/connect-ai-services.md) with AI services and get started using Document Intelligence.
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Learn how to [connect your AI services hub](../../ai-services/connect-services-ai-foundry-portal.md) with AI services and get started using Document Intelligence.
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> [!div class="checklist"]
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> - Azure subscription - [Create one for free](https://azure.microsoft.com/free/cognitive-services).
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> - Some Azure AI services features are free to try in the Azure AI Foundry portal. For access to all capabilities described in this article, you need to [connect AI services in Azure AI Foundry](../../../ai-foundry/ai-services/how-to/connect-ai-services.md).
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> - Some Azure AI services features are free to try in the Azure AI Foundry portal. For access to all capabilities described in this article, you need to [connect AI services in Azure AI Foundry](../../../ai-services/connect-services-ai-foundry-portal.md).
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