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articles/ai-services/speech-service/how-to-custom-speech-create-project.md

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@@ -35,12 +35,12 @@ In the [Azure AI Foundry portal](https://ai.azure.com), you can fine-tune some A
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1. Select **Fine-tuning** from the left pane.
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1. Select **AI Service fine-tuning** > **+ Fine-tune**.
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:::image type="content" source="./media/ai-foundry/custom-speech/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/custom-speech/fine-tune-azure-ai-services.png":::
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:::image type="content" source="./media/custom-speech/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/custom-speech/ai-foundry/fine-tune-azure-ai-services.png":::
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1. In the wizard, select **Speech to text (speech recognition)** for custom speech. Then select **Next**.
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1. Select the connected service resource that you want to use for fine-tuning.
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:::image type="content" source="./media/ai-foundry/custom-speech/new-fine-tune-select-connection.png" alt-text="Screenshot of the page to select the connected service resource that you want to use for fine-tuning." lightbox="./media/ai-foundry/custom-speech/new-fine-tune-select-connection.png":::
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:::image type="content" source="./media/custom-speech/ai-foundry/new-fine-tune-select-connection.png" alt-text="Screenshot of the page to select the connected service resource that you want to use for fine-tuning." lightbox="./media/custom-speech/ai-foundry/new-fine-tune-select-connection.png":::
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> [!IMPORTANT]
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> If you train a custom model with audio data, select a service resource in a region with dedicated hardware for training audio data. See footnotes in the [regions](regions.md#regions) table for more information.
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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-foundry/custom-speech/fine-tune-succeeded-list.png" alt-text="Screenshot of the page where you can view fine-tuned AI services models." lightbox="./media/ai-foundry/custom-speech/fine-tune-succeeded-list.png":::
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:::image type="content" source="./media/custom-speech/ai-foundry/fine-tune-succeeded-list.png" alt-text="Screenshot of the page where you can view fine-tuned AI services models." lightbox="./media/custom-speech/ai-foundry/fine-tune-succeeded-list.png":::
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articles/ai-services/speech-service/how-to-custom-speech-deploy-model.md

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@@ -34,17 +34,17 @@ You can deploy an endpoint for a base or custom model, and then [update](#change
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1. Select the custom model that you want to manage from the **Model name** column.
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1. After you're satisfied with the test results, select **Deploy models** from the left menu. Then select **+ Deploy model**.
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:::image type="content" source="./media/ai-foundry/custom-speech/new-fine-tune-deploy-model.png" alt-text="Screenshot of the page with an option to deploy the custom speech model." lightbox="./media/ai-foundry/custom-speech/new-fine-tune-deploy-model.png":::
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:::image type="content" source="./media/custom-speech/ai-foundry/new-fine-tune-deploy-model.png" alt-text="Screenshot of the page with an option to deploy the custom speech model." lightbox="./media/custom-speech/ai-foundry/new-fine-tune-deploy-model.png":::
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1. In the **Deploy a new model** wizard, select the model that you want to deploy.
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:::image type="content" source="./media/ai-foundry/custom-speech/new-fine-tune-deploy-model-select-and-deploy.png" alt-text="Screenshot of the page with an option to select the model that you want to deploy." lightbox="./media/ai-foundry/custom-speech/new-fine-tune-deploy-model-select-and-deploy.png":::
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:::image type="content" source="./media/custom-speech/ai-foundry/new-fine-tune-deploy-model-select-and-deploy.png" alt-text="Screenshot of the page with an option to select the model that you want to deploy." lightbox="./media/custom-speech/ai-foundry/new-fine-tune-deploy-model-select-and-deploy.png":::
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1. Enter a name and description for the deployment. Select the box to agree to the terms of use. Then select **Deploy**.
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1. After the deployment status is **Succeeded**, you can view the deployment details. Select the deployment to view the details like the endpoint ID.
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:::image type="content" source="./media/ai-foundry/custom-speech/new-fine-tune-deploy-model-status-succeeded.png" alt-text="Screenshot of the page with an option to select the deployment to view the details like the endpoint ID." lightbox="./media/ai-foundry/custom-speech/new-fine-tune-deploy-model-status-succeeded.png":::
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:::image type="content" source="./media/custom-speech/ai-foundry/new-fine-tune-deploy-model-status-succeeded.png" alt-text="Screenshot of the page with an option to select the deployment to view the details like the endpoint ID." lightbox="./media/custom-speech/ai-foundry/new-fine-tune-deploy-model-status-succeeded.png":::
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articles/ai-services/speech-service/how-to-custom-speech-evaluate-data.md

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@@ -32,21 +32,21 @@ You can test the accuracy of your custom model by creating a test. A test requir
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1. Select the custom model that you want to manage from the **Model name** column.
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1. After the model is trained, select **Test models** from the left menu. Then select **+ Create test**.
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:::image type="content" source="./media/ai-foundry/custom-speech/new-fine-tune-test-model.png" alt-text="Screenshot of the page with an option to test your custom speech model." lightbox="./media/ai-foundry/custom-speech/new-fine-tune-test-model.png":::
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:::image type="content" source="./media/custom-speech/ai-foundry/new-fine-tune-test-model.png" alt-text="Screenshot of the page with an option to test your custom speech model." lightbox="./media/custom-speech/ai-foundry/new-fine-tune-test-model.png":::
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1. In the **Create a new test** wizard, select the test type. For an accuracy (quantitative) test, select **Evaluate accuracy (Audio + transcript data)**. Then select **Next**.
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:::image type="content" source="./media/ai-foundry/custom-speech/new-fine-tune-test-model-select-type.png" alt-text="Screenshot of the page with an option to select the test type." lightbox="./media/ai-foundry/custom-speech/new-fine-tune-test-model-select-type.png":::
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:::image type="content" source="./media/custom-speech/ai-foundry/new-fine-tune-test-model-select-type.png" alt-text="Screenshot of the page with an option to select the test type." lightbox="./media/custom-speech/ai-foundry/new-fine-tune-test-model-select-type.png":::
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1. Select the data that you want to use for testing. Then select **Next**.
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1. Select up to two models to evaluate and compare accuracy. In this example, we select the model that we trained and the base model. Then select **Next**.
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:::image type="content" source="./media/ai-foundry/custom-speech/new-fine-tune-test-model-select-models.png" alt-text="Screenshot of the page with an option to select up to two models to evaluate and compare accuracy." lightbox="./media/ai-foundry/custom-speech/new-fine-tune-test-model-select-models.png":::
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:::image type="content" source="./media/custom-speech/ai-foundry/new-fine-tune-test-model-select-models.png" alt-text="Screenshot of the page with an option to select up to two models to evaluate and compare accuracy." lightbox="./media/custom-speech/ai-foundry/new-fine-tune-test-model-select-models.png":::
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1. Enter a name and description for the test. Then select **Next**.
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1. Review the settings and select **Create test**. You're taken back to the **Test models** page. The status of the data is **Processing**.
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:::image type="content" source="./media/ai-foundry/custom-speech/new-fine-tune-test-model-status-processing.png" alt-text="Screenshot of the page that shows the status of the test as processing." lightbox="./media/ai-foundry/custom-speech/new-fine-tune-test-model-status-processing.png":::
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:::image type="content" source="./media/custom-speech/ai-foundry/new-fine-tune-test-model-status-processing.png" alt-text="Screenshot of the page that shows the status of the test as processing." lightbox="./media/custom-speech/ai-foundry/new-fine-tune-test-model-status-processing.png":::
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articles/ai-services/speech-service/how-to-custom-speech-inspect-data.md

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@@ -30,13 +30,13 @@ Side-by-side model testing is useful to validate which speech recognition model
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1. Select the custom model that you want to manage from the **Model name** column.
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1. After the model is trained, select **Test models** from the left menu. Then select **+ Create test**.
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:::image type="content" source="./media/ai-foundry/custom-speech/new-fine-tune-test-model.png" alt-text="Screenshot of the page with an option to test your custom speech model." lightbox="./media/ai-foundry/custom-speech/new-fine-tune-test-model.png":::
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:::image type="content" source="./media/custom-speech/ai-foundry/new-fine-tune-test-model.png" alt-text="Screenshot of the page with an option to test your custom speech model." lightbox="./media/custom-speech/ai-foundry/new-fine-tune-test-model.png":::
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1. In the **Create a new test** wizard, select the test type. For a quality test, select **Inspect quality (Audio-only data)**. Then select **Next**.
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1. Select the data that you want to use for testing. Then select **Next**.
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1. Select up to two models to evaluate and compare accuracy. In this example, we select the model that we trained and the base model. Then select **Next**.
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:::image type="content" source="./media/ai-foundry/custom-speech/new-fine-tune-test-model-select-models.png" alt-text="Screenshot of the page with an option to select up to two models to evaluate and compare accuracy." lightbox="./media/ai-foundry/custom-speech/new-fine-tune-test-model-select-models.png":::
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:::image type="content" source="./media/custom-speech/ai-foundry/new-fine-tune-test-model-select-models.png" alt-text="Screenshot of the page with an option to select up to two models to evaluate and compare accuracy." lightbox="./media/custom-speech/ai-foundry/new-fine-tune-test-model-select-models.png":::
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1. Enter a name and description for the test. Then select **Next**.
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1. Review the settings and select **Create test**. You're taken back to the **Test models** page. The status of the data is **Processing**.

articles/ai-services/speech-service/how-to-custom-speech-train-model.md

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1. Select the custom model that you want to manage from the **Model name** column.
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1. After the data is processed, select **Train model** from the left menu. Then select **+ Train model**.
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:::image type="content" source="./media/ai-foundry/custom-speech/new-fine-tune-train-model.png" alt-text="Screenshot of the page with an option to start training for a custom speech model." lightbox="./media/ai-foundry/custom-speech/new-fine-tune-train-model.png":::
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:::image type="content" source="./media/custom-speech/ai-foundry/new-fine-tune-train-model.png" alt-text="Screenshot of the page with an option to start training for a custom speech model." lightbox="./media/custom-speech/ai-foundry/new-fine-tune-train-model.png":::
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1. In the **Train a new model** wizard, select the base model that you want to fine-tune. Then select **Next**.
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:::image type="content" source="./media/ai-foundry/custom-speech/new-fine-tune-train-model-select-base.png" alt-text="Screenshot of the page with an option to select the base model that you want to fine-tune." lightbox="./media/ai-foundry/custom-speech/new-fine-tune-train-model-select-base.png":::
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:::image type="content" source="./media/custom-speech/ai-foundry/new-fine-tune-train-model-select-base.png" alt-text="Screenshot of the page with an option to select the base model that you want to fine-tune." lightbox="./media/custom-speech/ai-foundry/new-fine-tune-train-model-select-base.png":::
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1. Select the data that you want to use for training. Then select **Next**.
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1. Enter a name and description for the model. Then select **Next**.
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1. Review the settings and select **Train a new model**. You're taken back to the **Train model** page. The status of the data is **Processing**.
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:::image type="content" source="./media/ai-foundry/custom-speech/new-fine-tune-train-model-status-processing.png" alt-text="Screenshot of the page that shows the status of the training as processing." lightbox="./media/ai-foundry/custom-speech/new-fine-tune-train-model-status-processing.png":::
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:::image type="content" source="./media/custom-speech/ai-foundry/new-fine-tune-train-model-status-processing.png" alt-text="Screenshot of the page that shows the status of the training as processing." lightbox="./media/custom-speech/ai-foundry/new-fine-tune-train-model-status-processing.png":::
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articles/ai-services/speech-service/how-to-custom-speech-upload-data.md

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1. Select the custom model that you want to manage from the **Model name** column.
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1. Select **Manage data** and then select **Add data**.
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:::image type="content" source="./media/ai-foundry/custom-speech/new-fine-tune-add-data.png" alt-text="Screenshot of the page with an option to add data to the custom speech project." lightbox="./media/ai-foundry/custom-speech/new-fine-tune-add-data.png":::
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:::image type="content" source="./media/custom-speech/ai-foundry/new-fine-tune-add-data.png" alt-text="Screenshot of the page with an option to add data to the custom speech project." lightbox="./media/custom-speech/ai-foundry/new-fine-tune-add-data.png":::
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1. In the **Add data** wizard, select the type of training data you want to add. In this example, we select **Audio + human-labeled transcript**. Then select **Next**.
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:::image type="content" source="./media/ai-foundry/custom-speech/new-fine-tune-add-data-select-type.png" alt-text="Screenshot of the page with an option to select the type of training data you want to add." lightbox="./media/ai-foundry/custom-speech/new-fine-tune-add-data-select-type.png":::
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:::image type="content" source="./media/custom-speech/ai-foundry/new-fine-tune-add-data-select-type.png" alt-text="Screenshot of the page with an option to select the type of training data you want to add." lightbox="./media/custom-speech/ai-foundry/new-fine-tune-add-data-select-type.png":::
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1. On the **Upload your data** page, select local files, Azure Blob Storage, or other shared web locations. Then select **Next**.
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1. Enter a name and description for the data. Then select **Next**.
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1. Review the data and select **Upload**. You're taken back to the **Manage data** page. The status of the data is **Processing**.
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:::image type="content" source="./media/ai-foundry/custom-speech/new-fine-tune-add-data-status-processing.png" alt-text="Screenshot of the page that shows the status of the data as processing." lightbox="./media/ai-foundry/custom-speech/new-fine-tune-add-data-status-processing.png":::
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:::image type="content" source="./media/custom-speech/ai-foundry/new-fine-tune-add-data-status-processing.png" alt-text="Screenshot of the page that shows the status of the data as processing." lightbox="./media/custom-speech/ai-foundry/new-fine-tune-add-data-status-processing.png":::
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