resolve pr comments

Author: laujan

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

@@ -52,11 +52,11 @@ Having clarity on your use-case and what success looks like is the first step to
 
 Finding in-domain quality data is often a challenging task that varies based on user classification. Here are some questions you can ask yourself as you evaluate what data may be available to you:
 
-  1. Enterprises often have a wealth of translation data that has accumulated over many years of using human translation. Does your company have previous translation data available that you can use?
+* Enterprises often have a wealth of translation data that has accumulated over many years of using human translation. Does your company have previous translation data available that you can use?
 
-  1. Do you have a vast amount of monolingual data? Monolingual data is data in only one language. If so, can you get translations for this data?
+* Do you have a vast amount of monolingual data? Monolingual data is data in only one language. If so, can you get translations for this data?
 
-  1. Can you crawl online portals to collect source sentences and synthesize target sentences?
+* Can you crawl online portals to collect source sentences and synthesize target sentences?
 
 ## What should I use for training material?
 
@@ -72,15 +72,15 @@ Finding in-domain quality data is often a challenging task that varies based on
 
 BLEU (Bilingual Evaluation Understudy) is an algorithm for evaluating the precision or accuracy of text that has been machine translated from one language to another. Custom Translator uses the BLEU metric as one way of conveying translation accuracy.
 
-A BLEU score is a number between zero and one hundred. A score of zero indicates a very low quality translation where nothing in the translation matched the reference. A score of 100 indicates a perfect translation that is identical to the reference. It's not necessary to attain a score of 100 - a BLEU score between 40 and 60 indicates a high quality translation.
+A BLEU score is a number between zero and 100. A score of zero indicates a low quality translation where nothing in the translation matched the reference. A score of 100 indicates a perfect translation that is identical to the reference. It's not necessary to attain a score of 100 - a BLEU score between 40 and 60 indicates a high-quality translation.
 
 [Read more](/azure/cognitive-services/translator/custom-translator/what-is-bleu-score?WT.mc_id=aiml-43548-heboelma)
 
 ## What happens if I don't submit tuning or testing data?
 
 Tuning and test sentences are optimally representative of what you plan to translate in the future. If you don't submit any tuning or testing data, Custom Translator will automatically exclude sentences from your training documents to use as tuning and test data.
 
-| System-generated | Manually-selected |
+| System-generated | Manual-selection |
 |---|---|
 | Convenient. | Enables fine-tuning for your future needs.|
 | Good, if you know that your training data is representative of what you are planning to translate. | Provides more freedom to compose your training data.|
@@ -112,7 +112,7 @@ When you submit documents for training a custom translation system, the document
 
 * ### White space
 
-  * Replaces any sequence of white space characters including tabs and CR/LF sequences with a single space character.
+  * Replaces any sequence of white-space characters including tabs and CR/LF sequences with a single space character.
   * Removes leading or trailing space in the sentence.
 
 * ### Sentence end punctuation

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

@@ -28,14 +28,14 @@ Creating a project is the first step in building and publishing a model.
 
 1. Enter the following details about your project in the creation dialog:
 
-    - **Project name (required):**. Give your project a unique, meaningful name. It's not necessary to mention the languages within the title.
+    - **Project name (required):** Give your project a unique, meaningful name. It's not necessary to mention the languages within the title.
 
-    - **Language pair (required):**. Select the source and target languages from the dropdown list
+    - **Language pair (required):** Select the source and target languages from the dropdown list
 
-    - **Domain (required):**. Select the domain from the dropdown list that's most appropriate for your project. The domain describes the terminology and style of the documents you intend to translate.
+    - **Domain (required):** Select the domain from the dropdown list that's most appropriate for your project. The domain describes the terminology and style of the documents you intend to translate.
 
-    >[!Note]
-    >Select **Show advanced options** to add project label, project description, and domain description
+      >[!Note]
+      >Select **Show advanced options** to add project label, project description, and domain description
 
     - **Project label:** The project label distinguishes between projects with the same language pair and domain. As a best practice, here are a few tips:
 
@@ -69,7 +69,7 @@ To modify the project name, project description, or domain description:
 
 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 illustrating detailed edit project fields.":::
+    :::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.
 
@@ -82,7 +82,7 @@ To modify the project name, project description, or domain description:
    :::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.
+   >If 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 illustrating the unable to delete message.":::
 

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

@@ -26,11 +26,11 @@ Before uploading your documents, review the [document formats and naming convent
 
 Finding in-domain quality data is often a challenging task that varies based on user classification. Here are some questions you can ask yourself as you evaluate what data may be available to you:
 
-  1. Enterprises often have a wealth of translation data that has accumulated over many years of using human translation. Does your company have previous translation data available that you can use?
+- Enterprises often have a wealth of translation data that has accumulated over many years of using human translation. Does your company have previous translation data available that you can use?
 
-  1. Do you have a vast amount of monolingual data? Monolingual data is data in only one language. If so, can you get translations for this data?
+- Do you have a vast amount of monolingual data? Monolingual data is data in only one language. If so, can you get translations for this data?
 
-  1. Can you crawl online portals to collect source sentences and synthesize target sentences?
+- Can you crawl online portals to collect source sentences and synthesize target sentences?
 
 ### Training material for each document types
 

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

@@ -88,7 +88,7 @@ The person who created the workspace is the owner. Within **Workspace settings**
 
 :::image type="content" source="../media/quickstart/manage-workspace-settings-3.png" alt-text="Screenshot illustrating how to unshare a workspace.":::
 
-## Next Steps
+## Next steps
 
 > [!div class="nextstepaction"]
 > [Learn how to manage projects](create-manage-project.md)

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

@@ -15,12 +15,11 @@ ms.topic: conceptual
 > [!IMPORTANT]
 > Custom Translator v2.0 is currently in public preview. Some features may not be supported or have constrained capabilities.
 
-Publishing your model makes it available for use with the Translator API. A project might have one or many successfully trained models. You can only publish one model per project; however, you can publish  a model to one or multiple regions (North America, Europe, or Asia Pacific) depending on your needs. You will incur `$10 monthly hosting charge per region`. *See* [Translator pricing](https://azure.microsoft.com/pricing/details/cognitive-services/translator/#pricing).
+Publishing your model makes it available for use with the Translator API. A project might have one or many successfully trained models. You can only publish one model per project; however, you can publish  a model to one or multiple regions depending on your needs. You will incur `$10 monthly hosting charge per region`. *See* [Translator pricing](https://azure.microsoft.com/pricing/details/cognitive-services/translator/#pricing).
 
 ## Publish your trained model
 
-You can publish one model per project to any one of our three geographic regions: North America, Europe, or Asia Pacific.
-
+You can publish one model per project to one or multiple regions.
 1. Select the **Publish model** blade.
 
 1. Select *en-de with sample data* and select **Publish**.

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

@@ -15,7 +15,7 @@ ms.topic: conceptual
 > [!IMPORTANT]
 > Custom Translator v2.0 is currently in public preview. Some features may not be supported or have constrained capabilities.
 
-After you publish your custom model to any of our regions (North America, Europe, or Asia Pacific) you can access it with the Translator API by using the `Category ID` parameter. To retrieve, choose the copy icon:
+After you publish your custom model you can access it with the Translator API by using the `Category ID` parameter. To retrieve, choose the copy icon:
 
    :::image type="content" source="../media/how-to/publish-model.png" alt-text="{alt-text}":::
 
@@ -28,7 +28,7 @@ After you publish your custom model to any of our regions (North America, Europe
 
    ```
 
-More information about the Translator Text API can be found on the [Translator API Reference](../../../reference/v3-0-translate.md) page.
+   More information about the Translator Text API can be found on the [Translator API Reference](../../../reference/v3-0-translate.md) page.
 
 1. You may also want to download and install our free [DocumentTranslator app for Windows](https://github.com/MicrosoftTranslator/DocumentTranslator/releases/tag/V2.9.4).
 

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 illustrating 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
 
@@ -45,8 +45,6 @@ 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 illustrating the test model blade.":::
-
 ## Next steps
 
 - Learn [how to publish/deploy a custom model](publish-model.md).