create fine-tune refresh in foundry portal

Author: eric-urban

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

@@ -63,6 +63,7 @@ Go to the Azure AI Speech documentation to learn how to continue fine-tuning you
 
 After fine-tuning, you can access your custom speech models and deployments from the **Fine-tuning** page. 
 
+1. Sign in to the [Azure AI Foundry portal](https://ai.azure.com).
 1. Select **Fine-tuning** from the left pane.
 1. Select **AI Service fine-tuning**.
 

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

@@ -28,7 +28,10 @@ You can deploy an endpoint for a base or custom model, and then [update](#change
 
 ::: zone pivot="ai-foundry-portal"
 
-
+1. Sign in to the [Azure AI Foundry portal](https://ai.azure.com).
+1. Select **Fine-tuning** from the left pane.
+1. Select **AI Service fine-tuning**.
+1. Select the custom model that you want to manage from the **Model name** column.
 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-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":::

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

@@ -26,6 +26,10 @@ You can test the accuracy of your custom model by creating a test. A test requir
 
 ::: zone pivot="ai-foundry-portal"
 
+1. Sign in to the [Azure AI Foundry portal](https://ai.azure.com).
+1. Select **Fine-tuning** from the left pane.
+1. Select **AI Service fine-tuning**.
+1. Select the custom model that you want to manage from the **Model name** column.
 1. After the model is trained, select **Test models** from the left menu. Then select **+ Create test**.
 
     :::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":::

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

@@ -24,6 +24,10 @@ Side-by-side model testing is useful to validate which speech recognition model
 
 ::: zone pivot="ai-foundry-portal"
 
+1. Sign in to the [Azure AI Foundry portal](https://ai.azure.com).
+1. Select **Fine-tuning** from the left pane.
+1. Select **AI Service fine-tuning**.
+1. Select the custom model that you want to manage from the **Model name** column.
 1. After the model is trained, select **Test models** from the left menu. Then select **+ Create test**.
 
     :::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":::

articles/ai-services/speech-service/how-to-custom-speech-model-and-endpoint-lifecycle.md

@@ -48,18 +48,23 @@ When a custom model or base model expires, it's no longer available for transcri
 
 ## Get base model expiration dates
 
-::: zone pivot="ai-foundry-portal"
+The last date that you could use the base model for training was shown when you created the custom model. For more information, see [Train a custom speech model](how-to-custom-speech-train-model.md).
 
+Follow these instructions to get the transcription expiration date for a base model:
+
+::: zone pivot="ai-foundry-portal"
 
+1. Sign in to the [Azure AI Foundry portal](https://ai.azure.com).
+1. Select **Fine-tuning** from the left pane.
+1. Select **AI Service fine-tuning**.
+1. Select the custom model that you want to check from the **Model name** column.
+1. Select **Deploy models**.
+1. The expiration date for the model is shown in the **Expiration** column. This date is the last date that you can use the model for transcription.
 
 ::: zone-end
 
 ::: zone pivot="speech-studio"
 
-The last date that you could use the base model for training was shown when you created the custom model. For more information, see [Train a custom speech model](how-to-custom-speech-train-model.md).
-
-Follow these instructions to get the transcription expiration date for a base model:
-
 1. Sign in to the [Speech Studio](https://aka.ms/speechstudio/customspeech). 
 1. Select **Custom speech** > Your project name > **Deploy models**.
 1. The expiration date for the model is shown in the **Expiration** column. This date is the last date that you can use the model for transcription.

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

@@ -32,6 +32,10 @@ You can use a custom model for a limited time after it was trained. You must per
 
 ::: zone pivot="ai-foundry-portal"
 
+1. Sign in to the [Azure AI Foundry portal](https://ai.azure.com).
+1. Select **Fine-tuning** from the left pane.
+1. Select **AI Service fine-tuning**.
+1. Select the custom model that you want to manage from the **Model name** column.
 1. After the data is processed, select **Train model** from the left menu. Then select **+ Train model**.
 
     :::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":::

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

@@ -23,7 +23,11 @@ You need audio or text data for testing the accuracy of speech recognition or tr
 
 ::: zone pivot="ai-foundry-portal"
 
-1. From the new left menu in the fine-tuning page, select **Manage data** and then select **Add data**.
+1. Sign in to the [Azure AI Foundry portal](https://ai.azure.com).
+1. Select **Fine-tuning** from the left pane.
+1. Select **AI Service fine-tuning**.
+1. Select the custom model that you want to manage from the **Model name** column.
+1. Select **Manage data** and then select **Add data**.
 
     :::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":::