add new images

Author: laujan

articles/cognitive-services/Translator/custom-translator/v2-preview/beginners-guide.md

@@ -20,7 +20,7 @@ A well-trained custom translation model provides more accurate domain-specific t
 
 Training a full custom translation model requires a substantial amount of data. If you do not have at least 10,000 sentences of previously trained documents, you will not be able to train a full-language translation model. However, you can either train a dictionary-only model or use the high-quality, out-of-the-box translations available with the Text Translator API.
 
-![Custom vs. general](media/how-to/for-beginners.png)
+:::image type="content" source="media/how-to/for-beginners.png" alt-text="Screenshot illustrating the difference between custom and general models.":::
 
 ## What does training a custom translation model involve?
 

articles/cognitive-services/Translator/custom-translator/v2-preview/how-to/create-manage-project.md

@@ -53,7 +53,7 @@ Creating a project is the first step in building and publishing a model.
 
 1. Select **Create project**.
 
-   :::image type="content" source="../media/how-to/create-project-dialog.png" alt-text="Screenshot showing the create project fields.":::
+   :::image type="content" source="../media/how-to/create-project-dialog.png" alt-text="Screenshot illustrating the create project fields.":::
 
 ## Edit a project
 
@@ -65,11 +65,11 @@ To modify the project name, project description, or domain description:
 
 1. The **Edit and Delete** buttons should now be visible.
 
-   :::image type="content" source="../media/how-to/edit-project-dialog-1.png" alt-text="Screenshot showing the edit project fields":::
+   :::image type="content" source="../media/how-to/edit-project-dialog-1.png" alt-text="Screenshot illustrating the edit project fields":::
 
 1. Select **Edit** and fill in or modify existing text.
 
-    a. :::image type="content" source="../media/how-to/edit-project-dialog-2.png" alt-text="Screenshot showing detailed edit project fields.":::
+    a. :::image type="content" source="../media/how-to/edit-project-dialog-2.png" alt-text="Screenshot illustrating detailed edit project fields.":::
 
 1. Select **Edit project** to save.
 
@@ -79,12 +79,12 @@ To modify the project name, project description, or domain description:
 
 1. Select **Delete** and read the delete message before you select **Delete project** to confirm.
 
-   :::image type="content" source="../media/how-to/delete-project-1.png" alt-text="Screenshot showing delete project fields.":::
+   :::image type="content" source="../media/how-to/delete-project-1.png" alt-text="Screenshot illustrating delete project fields.":::
 
    >[!Note]
    >f your project has a published model or a model that is currently in training, you will only be able to delete your project once your model is no longer published or training.
    >
-   > :::image type="content" source="../media/how-to/delete-project-2.png" alt-text="Screenshot showing the unable to delete message.":::
+   > :::image type="content" source="../media/how-to/delete-project-2.png" alt-text="Screenshot illustrating the unable to delete message.":::
 
 ## Next steps
 

articles/cognitive-services/Translator/custom-translator/v2-preview/how-to/create-manage-training-documents.md

@@ -61,15 +61,15 @@ Document types are associated with the language pair selected when you create a
 
 1. Select **Next**.
 
-   ![Document upload link](../media/how-to/upload-1.png)
+   :::image type="content" source="../media/how-to/upload-1.png" alt-text="Screenshot illustrating the document upload link.":::
 
    >[!Note]
    >Choosing **Dictionary set** launches **Choose type of dictionary** dialog.
    >Choose one and select **Next**
 
 1. Select your documents format from the radio buttons.
 
-    ![Upload document page](../media/how-to/upload-2.png)
+   :::image type="content" source="../media/how-to/upload-2.png" alt-text="Screenshot illustrating the upload document page.":::
 
     - For **Parallel documents**, fill in the `Document set name` and select **Browse files** to select source and target documents.
     - For **Translation memory (TM)** file or **Upload multiple sets with ZIP**, select **Browse files** to select the file
@@ -78,7 +78,7 @@ Document types are associated with the language pair selected when you create a
 
 At this point, Custom Translator is processing your documents and attempting to extract sentences as indicated in the upload notification. Once done processing, you will see the upload successful notification.
 
-   ![Upload document processing dialog](../media/quickstart/document-upload-notification.png)
+   :::image type="content" source="../media/quickstart/document-upload-notification.png" alt-text="Screenshot illustrating the upload document processing dialog window.":::
 
 ## Next steps
 

articles/cognitive-services/Translator/custom-translator/v2-preview/how-to/create-manage-workspace.md

@@ -23,7 +23,7 @@ ms.topic: conceptual
 
 1. After you sign in to Custom Translator, you will be asked for permission to read your profile from the Microsoft identity platform to request your user access token and refresh token. Both tokens are needed for authentication and to ensure that you aren't signed out during your live session or while training your models. </br>Select **Yes**.
 
-    :::image type="content" source="../media/quickstart/first-time-user.png" alt-text="Screenshot showing first-time sign-in.":::
+    :::image type="content" source="../media/quickstart/first-time-user.png" alt-text="Screenshot illustrating first-time sign-in.":::
 
 1. Select **My workspaces**
 
@@ -42,9 +42,9 @@ ms.topic: conceptual
    >[!Note]
    > Region must match the region that was selected during the resource creation. You can use **KEY 1** or **KEY 2.**
 
-   :::image type="content" source="../media/quickstart/resource-key.png" alt-text="Screenshot showing the resource key.":::
+   :::image type="content" source="../media/quickstart/resource-key.png" alt-text="Screenshot illustrating the resource key.":::
 
-   :::image type="content" source="../media/quickstart/create-workspace-1.png" alt-text="Screenshot showing workspace creation.":::
+   :::image type="content" source="../media/quickstart/create-workspace-1.png" alt-text="Screenshot illustrating workspace creation.":::
 
 ## Manage workspace settings
 

articles/cognitive-services/Translator/custom-translator/v2-preview/how-to/publish-model.md

@@ -29,7 +29,7 @@ You can publish one model per project to any one of our three geographic regions
 
 1. Select **Publish**. The status should transition from _Deploying_ to _Deployed_.
 
-   :::image type="content" source="../media/quickstart/publish-model.png" alt-text="Screenshot showing the publish model blade.":::
+   :::image type="content" source="../media/quickstart/publish-model.png" alt-text="Screenshot illustrating the publish model blade.":::
 
 ## Replace a published model
 

articles/cognitive-services/Translator/custom-translator/v2-preview/how-to/train-custom-model.md

@@ -37,7 +37,7 @@ A model provides translations for a specific language pair. The outcome of a suc
     >[!Note]
     >**Notifications** displays model training in progress, e.g., **Submitting data** state. Training model takes few hours, subject to the number of selected sentences.
 
-   :::image type="content" source="../media/quickstart/train-model.png" alt-text="Screenshot showing the train model blade.":::
+   :::image type="content" source="../media/quickstart/train-model.png" alt-text="Screenshot illustrating the train model blade.":::
 
 ## When to select dictionary-only training
 
@@ -54,7 +54,7 @@ For better results, we recommended letting the system learn from your training d
 
 1. Evaluate the model [BLEU score](../beginners-guide.md#what-is-a-bleu-score). Using the test set, **BLEU score** is the custom model score and **Baseline BLEU** is the pre-trained baseline model used for customization. A higher **BLEU score** means higher translation quality using the custom model.
 
-   :::image type="content" source="../media/quickstart/model-details.png" alt-text="Screenshot showing model details fields.":::
+   :::image type="content" source="../media/quickstart/model-details.png" alt-text="Screenshot illustrating model details fields.":::
 
 ## Duplicate model
 
@@ -76,7 +76,7 @@ For better results, we recommended letting the system learn from your training d
    >
    > To add more documents, select on the model name and follow `Create model` section above.
 
-   :::image type="content" source="../media/how-to/duplicate-model.png" alt-text="Screenshot showing the duplicate model blade.":::
+   :::image type="content" source="../media/how-to/duplicate-model.png" alt-text="Screenshot illustrating the duplicate model blade.":::
 
 ## Next steps
 

articles/cognitive-services/Translator/custom-translator/v2-preview/how-to/view-model-test-translation.md

@@ -33,7 +33,7 @@ A BLEU score is a number between zero and 100. A score of zero indicates a very
 
 1. Evaluate the model [BLEU](../beginners-guide.md#what-is-a-bleu-score) score. Using the test set, **BLEU score** is the custom model score and **Baseline BLEU** is the pre-trained baseline model used for customization. A higher **BLEU score** means there is high translation quality using the custom model.
 
-   :::image type="content" source="../media/quickstart/model-details.png" alt-text="Screenshot showing the model detail."::: 
+   :::image type="content" source="../media/quickstart/model-details.png" alt-text="Screenshot illustrating the model detail."::: 
 
 ## Test quality of your model's translation
 
@@ -45,7 +45,7 @@ A BLEU score is a number between zero and 100. A score of zero indicates a very
 
 1. If you're satisfied with the training results, place a deployment request for the trained model.
 
-   :::image type="content" source="../media/quickstart/model-test-details.png" alt-text="Screenshot showing the test model blade.":::
+   :::image type="content" source="../media/quickstart/model-test-details.png" alt-text="Screenshot illustrating the test model blade.":::
 
 ## Next steps
 

articles/cognitive-services/Translator/custom-translator/v2-preview/quickstart.md

@@ -58,7 +58,9 @@ You can read an overview of translation and custom translation, learn some tips,
 
 1. After you sign-in to Custom Translator, you will be asked for permission to read your profile from the Microsoft identity platform to request your user access token and refresh token. Both tokens are needed for authentication and to ensure that you aren't signed out during your live session or while training your models. </br>Select **Yes**.
 
-    ![Create workspace](media/quickstart/first-time-user.png)
+   :::image type="content" source="media/quickstart/first-time-user.png" alt-text="Screenshot illustrating how to create a workspace.":::
+
+  
 
 1. Select **My workspaces**
 
@@ -77,9 +79,9 @@ You can read an overview of translation and custom translation, learn some tips,
    >[!Note]
    > Region must match the region that was selected during the resource creation. You can use **KEY 1** or **KEY 2.**
 
-   :::image type="content" source="media/quickstart/resource-key.png" alt-text="Screenshot showing the resource key.":::
+   :::image type="content" source="media/quickstart/resource-key.png" alt-text="Screenshot illustrating the resource key.":::
 
-   :::image type="content" source="media/quickstart/create-workspace-1.png" alt-text="Screenshot showing workspace creation.":::
+   :::image type="content" source="media/quickstart/create-workspace-1.png" alt-text="Screenshot illustrating workspace creation.":::
 
 ## Create a project
 
@@ -99,7 +101,7 @@ You will create English-to-German project to train a custom model with only a [t
 
 1. Select **Create project**
 
-    ![Create project](media/quickstart/create-project.png)
+   :::image type="content" source="media/quickstart/create-project.png" alt-text="Screenshot illustrating how to create a project.":::
 
 ## Upload documents
 
@@ -129,7 +131,7 @@ In this quickstart, you will upload [training](../training-and-model.md#training
     >[!Note]
     >You can upload the sample phrase and sentence dictionaries dataset. This step is left for you to complete.
 
-    ![Upload documents](media/quickstart/upload-model.png)
+   :::image type="content" source="media/quickstart/upload-model.png" alt-text="Screenshot illustrating how to upload documents.":::
 
 ## Train your model
 
@@ -150,7 +152,7 @@ Now you are ready to train your English-to-German model.
     >[!Note]
     >**Notifications** displays model training in progress, e.g., **Submitting data** state. Training model takes few hours, subject to the number of selected sentences.
 
-    ![Create a model](media/quickstart/train-model.png)
+    :::image type="content" source="media/quickstart/train-model.png" alt-text="Screenshot illustrating how to create a model.":::
 
 1. After successful model training, select the  **Model details** blade.
 
@@ -161,7 +163,7 @@ Now you are ready to train your English-to-German model.
     >[!Note]
     >If you train with our shared customer sample datasets, BLEU score will be different than the image.
 
-    ![Model details](media/quickstart/model-details.png)
+    :::image type="content" source="media/quickstart/model-details.png" alt-text="Screenshot illustrating model details.":::
 
 ## Test your model
 
@@ -171,7 +173,7 @@ Once your training has completed successfully, inspect the test set translated s
 2. Select "en-de with sample data"
 3. Human evaluate translation from **New model** (custom model), and **Baseline model** (our pre-trained baseline used for customization) against **Reference** (target translation from the test set)
 
-    ![Model test results](media/quickstart/model-test-details.png)
+   :::image type="content" source="media/quickstart/model-test-details.png" alt-text="Screenshot illustrating model test results.":::
 
 ## Publish your model
 
@@ -185,7 +187,7 @@ Publishing your model makes it available for use with the Translator API. A proj
 
 1. Select **Publish**. The status should transition from _Deploying_ to _Deployed_.
 
-    ![Deploy a trained model](media/quickstart/publish-model.png)
+   :::image type="content" source="media/quickstart/publish-model.png" alt-text="Screenshot illustrating how to deploy a trained model.":::
 
 ## Translate text