create fine-tune refresh in foundry portal

Author: eric-urban

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

@@ -14,7 +14,11 @@ zone_pivot_groups: foundry-speech-studio
 
 # Customize speech models with fine-tuning
 
-With custom speech, you can enhance speech recognition accuracy for your applications by using a custom model for real-time speech to text, speech translation, and batch transcription. The base model, trained with Microsoft-owned data, handles common spoken language well, but a custom model can improve domain-specific vocabulary and audio conditions by providing text and audio data for training. Additionally, you can train the model with structured text for custom pronunciations, display text formatting, and profanity filtering.
+With custom speech, you can enhance speech recognition accuracy for your applications by using a custom model for real-time speech to text, speech translation, and batch transcription. 
+
+You create a custom speech model by fine-tuning an Azure AI Speech base model with your own data. You can upload your data, test and train a custom model, compare accuracy between models, and deploy a model to a custom endpoint.
+
+This article shows you how to use fine-tuning to create a custom speech model. For more information about custom speech, see the [custom speech overview](./custom-speech-overview.md) documentation.
 
 > [!TIP]
 > You can bring your custom speech models from [Speech Studio](https://speech.microsoft.com) to the [Azure AI Foundry portal](https://ai.azure.com). In Azure AI Foundry, you can pick up where you left off by connecting to your existing Speech resource. For more information about connecting to an existing Speech resource, see [Connect to an existing Speech resource](../../ai-studio/ai-services/how-to/connect-ai-services.md#connect-azure-ai-services-after-you-create-a-project).
@@ -25,31 +29,30 @@ Custom speech fine-tuning includes models, training and testing datasets, and de
 
 ::: zone pivot="ai-foundry-portal"
 
-In [Azure AI Foundry portal](https://ai.azure.com), you create a custom speech model by fine-tuning an Azure AI Speech base model with your own data. You can upload your data, test and train a custom model, compare accuracy between models, and deploy a model to a custom endpoint.
-
-This article shows you how to use fine-tuning in Azure AI Foundry portal to create a custom speech model. For more information about custom speech, see the [custom speech overview](./custom-speech-overview.md) documentation.
-
-
-## Start fine-tuning a model with your data
-
-In Azure AI Foundry, you can fine-tune some Azure AI services models. For example, you can fine-tune a model for custom speech. Each custom model is specific to a [locale](language-support.md?tabs=stt). For example, you might fine-tune a model for English in the United States.
+In the [Azure AI Foundry portal](https://ai.azure.com), you can fine-tune some Azure AI services models. For example, you can fine-tune a model for custom speech. Each custom model is specific to a [locale](language-support.md?tabs=stt). For example, you might fine-tune a model for English in the United States.
 
-1. Go to your Azure AI Foundry project. If you need to create a project, see [Create an Azure AI Foundry project](../../ai-studio/how-to/create-projects.md).
+1. Go to your project in the [Azure AI Foundry portal](https://ai.azure.com). If you need to create a project, see [Create an Azure AI Foundry project](../../ai-studio/how-to/create-projects.md).
 1. Select **Fine-tuning** from the left pane.
 1. Select **AI Service fine-tuning** > **+ Fine-tune**.
 
-    :::image type="content" source="../../ai-studio/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="../../ai-studio/media/ai-services/fine-tune-azure-ai-services.png":::
+    :::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":::
 
 1. In the wizard, select **Speech to text (speech recognition)** for custom speech. Then select **Next**.
-1. Select the connected service resource that you want to use for fine-tuning. Then select **Next**.
+1. Select the connected service resource that you want to use for fine-tuning. 
 
-    :::image type="content" source="./media/ai-studio/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-studio/custom-speech/new-fine-tune-select-connection.png":::
+    :::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":::
 
-    In this example, we can choose from the following options:
+    You can choose from the following connected resource types:
     - **AI Service**: The Azure AI Services multi-service resource that [came with the Azure AI Foundry project](../../ai-studio/ai-services/how-to/connect-ai-services.md#connect-azure-ai-services-when-you-create-a-project-for-the-first-time).
     - **Speech Service**: An Azure AI Speech resource that was [connected after the project was created](../../ai-studio/ai-services/how-to/connect-ai-services.md#connect-azure-ai-services-after-you-create-a-project). 
 
-1. Enter a name and description for the fine-tuning job. Then select **Next**.
+1. Enter the language, name, and description for the fine-tuning job. Then select **Create**.
+
+Go to the Azure AI Speech documentation to continue fine-tuning your model.
+* [Upload training and testing datasets](./how-to-custom-speech-upload-data.md)
+* [Train a model](how-to-custom-speech-train-model.md)
+* [Test model quantitatively](how-to-custom-speech-evaluate-data.md) and [test model qualitatively](how-to-custom-speech-test-model-qualitatively.md)
+* [Deploy a model](how-to-custom-speech-deploy-model.md)
 
 ## View fine-tuned models
 
@@ -58,7 +61,7 @@ You can access your custom speech models and deployments from the **Fine-tuning*
 1. Select **Fine-tuning** from the left pane.
 1. Select **AI Service fine-tuning**.
 
-    :::image type="content" source="./media/ai-studio/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-studio/custom-speech/fine-tune-succeeded-list.png":::
+    :::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":::
 
 ::: zone-end
 
@@ -79,7 +82,6 @@ Select the new project by name or select **Go to project**. You'll see these men
 
 ::: zone-end
 
-
 ## Choose your model
 
 There are a few approaches to using custom speech models:
@@ -100,5 +102,5 @@ Whether you train your own model or use a snapshot of a base model, you can use
 ## Related content
 
 * [Training and testing datasets](./how-to-custom-speech-test-and-train.md)
-* [Test model quantitatively](how-to-custom-speech-evaluate-data.md)
 * [Train a model](how-to-custom-speech-train-model.md)
+* [Test model quantitatively](how-to-custom-speech-evaluate-data.md)

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

@@ -31,17 +31,17 @@ You can deploy an endpoint for a base or custom model, and then [update](#change
 
 1. After you're satisfied with the test results, select **Deploy models** from the left menu. Then select **+ Deploy model**.
 
-    :::image type="content" source="./media/ai-studio/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-studio/custom-speech/new-fine-tune-deploy-model.png":::
+    :::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":::
 
 1. In the **Deploy a new model** wizard, select the model that you want to deploy. 
 
-    :::image type="content" source="./media/ai-studio/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-studio/custom-speech/new-fine-tune-deploy-model-select-and-deploy.png":::
+    :::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":::
 
 1. Enter a name and description for the deployment. Select the box to agree to the terms of use. Then select **Deploy**.
 
 1. After the deployment status is **Succeeded**, you can view the deployment details. Select the deployment to view the details like the endpoint ID. 
 
-    :::image type="content" source="./media/ai-studio/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-studio/custom-speech/new-fine-tune-deploy-model-status-succeeded.png":::
+    :::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":::
 
 
 ::: zone-end

articles/ai-services/speech-service/how-to-custom-speech-evaluate-data.md

@@ -29,21 +29,21 @@ You can test the accuracy of your custom model by creating a test. A test requir
 
 1. After the model is trained, select **Test models** from the left menu. Then select **+ Create test**.
 
-    :::image type="content" source="./media/ai-studio/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-studio/custom-speech/new-fine-tune-test-model.png":::
+    :::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":::
 
 1. In the **Create a new test** wizard, select the test type. In this example, we select **Evaluate accuracy (Audio + transcript data)**. Then select **Next**.
 
-    :::image type="content" source="./media/ai-studio/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-studio/custom-speech/new-fine-tune-test-model-select-type.png":::
+    :::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":::
 
 1. Select the data that you want to use for testing. Then select **Next**.
 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**.
 
-    :::image type="content" source="./media/ai-studio/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-studio/custom-speech/new-fine-tune-test-model-select-models.png":::
+    :::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":::
 
 1. Enter a name and description for the test. Then select **Next**.
 1. Review the settings and select **Create test**. You're taken back to the **Test models** page. The status of the data is **Processing**.
 
-    :::image type="content" source="./media/ai-studio/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-studio/custom-speech/new-fine-tune-test-model-status-processing.png":::
+    :::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":::
 
 
 

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

@@ -35,17 +35,17 @@ You can use a custom model for a limited time after it was trained. You must per
 
 1. After the data is processed, select **Train model** from the left menu. Then select **+ Train model**.
 
-    :::image type="content" source="./media/ai-studio/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-studio/custom-speech/new-fine-tune-train-model.png":::
+    :::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":::
 
 1. In the **Train a new model** wizard, select the base model that you want to fine-tune. Then select **Next**.
 
-    :::image type="content" source="./media/ai-studio/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-studio/custom-speech/new-fine-tune-train-model-select-base.png":::
+    :::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":::
 
 1. Select the data that you want to use for training. Then select **Next**.
 1. Enter a name and description for the model. Then select **Next**.
 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**.
 
-    :::image type="content" source="./media/ai-studio/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-studio/custom-speech/new-fine-tune-train-model-status-processing.png":::
+    :::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":::
 
 ::: zone-end
 

articles/ai-services/speech-service/how-to-custom-speech-upload-data.md

@@ -25,17 +25,17 @@ You need audio or text data for testing the accuracy of speech recognition or tr
 
 1. From the new left menu in the fine-tuning page, select **Manage data** and then select **Add data**.
 
-    :::image type="content" source="./media/ai-studio/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-studio/custom-speech/new-fine-tune-add-data.png":::
+    :::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":::
 
 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**.
 
-    :::image type="content" source="./media/ai-studio/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-studio/custom-speech/new-fine-tune-add-data-select-type.png":::
+    :::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":::
 
 1. On the **Upload your data** page, select local files, Azure Blob Storage, or other shared web locations. Then select **Next**.
 1. Enter a name and description for the data. Then select **Next**.
 1. Review the data and select **Upload**. You're taken back to the **Manage data** page. The status of the data is **Processing**.
 
-    :::image type="content" source="./media/ai-studio/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-studio/custom-speech/new-fine-tune-add-data-status-processing.png":::
+    :::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":::
 
 ::: zone-end
 

articles/ai-services/speech-service/includes/quickstarts/speech-to-text-basics/ai-studio.md

@@ -39,12 +39,12 @@ In this quickstart, you try real-time speech to text in [Azure AI Foundry](https
 
 1. Select an audio file to upload, or record audio in real-time. In this example, we use the `Call1_separated_16k_health_insurance.wav` file that's available in the [Speech SDK repository on GitHub](https://github.com/Azure-Samples/cognitive-services-speech-sdk/raw/master/scenarios/call-center/sampledata/Call1_separated_16k_health_insurance.wav). You can download the file or use your own audio file.
 
-    :::image type="content" source="../../../media/ai-studio/real-time-speech-to-text-audio.png" alt-text="Screenshot of the option to select an audio file or speak into a microphone." lightbox="../../../media/ai-studio/real-time-speech-to-text-audio.png":::
+    :::image type="content" source="../../../media/ai-foundry/real-time-speech-to-text-audio.png" alt-text="Screenshot of the option to select an audio file or speak into a microphone." lightbox="../../../media/ai-foundry/real-time-speech-to-text-audio.png":::
 
 1. You can view the real-time transcription at the bottom of the page.
 
-    :::image type="content" source="../../../media/ai-studio/real-time-speech-to-text-results.png" alt-text="Screenshot of the real-time transcription results in Azure AI Foundry." lightbox="../../../media/ai-studio/real-time-speech-to-text-results.png":::
+    :::image type="content" source="../../../media/ai-foundry/real-time-speech-to-text-results.png" alt-text="Screenshot of the real-time transcription results in Azure AI Foundry." lightbox="../../../media/ai-foundry/real-time-speech-to-text-results.png":::
 
 1. You can select the **JSON** tab to see the JSON output of the transcription. Properties include `Offset`, `Duration`, `RecognitionStatus`, `Display`, `Lexical`, `ITN`, and more.
 
-    :::image type="content" source="../../../media/ai-studio/real-time-speech-to-text-results-json.png" alt-text="Screenshot of the real-time transcription results in JSON format in Azure AI Foundry." lightbox="../../../media/ai-studio/real-time-speech-to-text-results-json.png":::
+    :::image type="content" source="../../../media/ai-foundry/real-time-speech-to-text-results-json.png" alt-text="Screenshot of the real-time transcription results in JSON format in Azure AI Foundry." lightbox="../../../media/ai-foundry/real-time-speech-to-text-results-json.png":::