Merge pull request #208777 from laujan/690722-vscode-ext-fix

update tutorial

Author: jborsecnik

articles/applied-ai-services/form-recognizer/media/tutorial-azure-function/azure-extensions-visual-studio-code.png

@@ -31,7 +31,7 @@ In this quickstart you'll, use the following features to analyze and extract dat
 
   * Your Python installation should include [pip](https://pip.pypa.io/en/stable/). You can check if you have pip installed by running `pip --version` on the command line. Get pip by installing the latest version of Python.
 
-* The latest version of [Visual Studio Code](https://code.visualstudio.com/) or your preferred IDE. For more information, *see* [Getting Started with Python in VS Code](https://code.visualstudio.com/docs/python/python-tutorial)
+* The latest version of [Visual Studio Code](https://code.visualstudio.com/) or your preferred IDE. For more information, *see* [Getting Started with Python in VS Code](https://code.visualstudio.com/docs/python/python-tutorial).
 
 * A Cognitive Services or Form Recognizer resource. Once you have your Azure subscription, create a [single-service](https://portal.azure.com/#create/Microsoft.CognitiveServicesFormRecognizer) or [multi-service](https://portal.azure.com/#create/Microsoft.CognitiveServicesAllInOne) Form Recognizer resource, in the Azure portal, to get your key and endpoint. You can use the free pricing tier (`F0`) to try the service, and upgrade later to a paid tier for production.
 

articles/applied-ai-services/form-recognizer/media/tutorial-azure-function/vs-code-terminal-test.png renamed to articles/applied-ai-services/form-recognizer/media/tutorial-azure-function/visual-studio-code-terminal-test.png

@@ -23,27 +23,27 @@ Form Recognizer service is updated on an ongoing basis. Bookmark this page to st
 
 **Form Recognizer REST API v3.0 is now generally available and ready for use in production applications!**
 
-#### The August release introduces the following performance updates:
+#### The August release introduces the following new capabilities and updates:
 
 ##### Form Recognizer Studio updates
 
 * **Next steps**. Under each model page, the Studio now has a next steps section. Users can quickly reference sample code, troubleshooting guidelines, and pricing information.
 
 * **Custom models**. The Studio now includes the ability to reorder labels in custom model projects to improve labeling efficiency.
 
-* **Copy Models** Custom models can be copied across Form Recognizer services from within the Studio. This enables the promotion of a trained model to other environments and regions.
+* **Copy Models** Custom models can be copied across Form Recognizer services from within the Studio. The operation enables the promotion of a trained model to other environments and regions.
 
 * **Delete documents**. The Studio now supports deleting documents from labeled dataset within custom projects.
 
 ##### Form Recognizer service updates
 
 * [**prebuilt-invoice**](concept-invoice.md). The TotalVAT and Line/VAT fields will now resolve to the existing fields TotalTax and Line/Tax respectively.
 
-* [**prebuilt-idDocument**](concept-id-document.md). Data extraction support for US state ID, social security, and green cards as well as passport visa information.
+* [**prebuilt-idDocument**](concept-id-document.md). Data extraction support for US state ID, social security, and green cards. Support for passport visa information.
 
 * [**prebuilt-receipt**](concept-receipt.md). Expanded locale support for French (fr-FR), Spanish (es-ES), Portuguese (pt-PT), Italian (it-IT) and German (de-DE).
 
-* [**prebuilt-businessCard**](concept-business-card.md). Address parsing support to extract sub-fields for address components like address, city, state, country, and zip code.
+* [**prebuilt-businessCard**](concept-business-card.md). Address parsing support to extract subfields for address components like address, city, state, country, and zip code.
 
 * **AI quality improvements**
 
@@ -89,41 +89,41 @@ This new release includes the following updates:
 
 **Version 4.0.0-beta.4 (2022-06-08)**
 
-##### [**Changelog/Release History**](https://github.com/Azure/azure-sdk-for-net/blob/Azure.AI.FormRecognizer_4.0.0-beta.4/sdk/formrecognizer/Azure.AI.FormRecognizer/CHANGELOG.md)
+[**Changelog/Release History**](https://github.com/Azure/azure-sdk-for-net/blob/Azure.AI.FormRecognizer_4.0.0-beta.4/sdk/formrecognizer/Azure.AI.FormRecognizer/CHANGELOG.md)
 
-##### [**Package (NuGet)**](https://www.nuget.org/packages/Azure.AI.FormRecognizer/4.0.0-beta.4)
+[**Package (NuGet)**](https://www.nuget.org/packages/Azure.AI.FormRecognizer/4.0.0-beta.4)
 
-##### [**SDK reference documentation**](/dotnet/api/azure.ai.formrecognizer?view=azure-dotnet-preview&preserve-view=true)
+[**SDK reference documentation**](/dotnet/api/azure.ai.formrecognizer?view=azure-dotnet-preview&preserve-view=true)
 
 ### [**Java**](#tab/java)
 
 **Version 4.0.0-beta.5 (2022-06-07)**
 
-##### [**Changelog/Release History**](https://github.com/Azure/azure-sdk-for-java/blob/azure-ai-formrecognizer_4.0.0-beta.5/sdk/formrecognizer/azure-ai-formrecognizer/CHANGELOG.md)
+[**Changelog/Release History**](https://github.com/Azure/azure-sdk-for-java/blob/azure-ai-formrecognizer_4.0.0-beta.5/sdk/formrecognizer/azure-ai-formrecognizer/CHANGELOG.md)
 
-##### [**Package (Maven)**](https://search.maven.org/artifact/com.azure/azure-ai-formrecognizer/4.0.0-beta.5/jar)
+ [**Package (Maven)**](https://search.maven.org/artifact/com.azure/azure-ai-formrecognizer/4.0.0-beta.5/jar)
 
-##### [**SDK reference documentation**](/java/api/overview/azure/ai-formrecognizer-readme?view=azure-java-preview&preserve-view=true)
+ [**SDK reference documentation**](/java/api/overview/azure/ai-formrecognizer-readme?view=azure-java-preview&preserve-view=true)
 
 ### [**JavaScript**](#tab/javascript)
 
 **Version 4.0.0-beta.4 (2022-06-07)**
 
-##### [**Changelog/Release History**](https://github.com/Azure/azure-sdk-for-js/blob/%40azure/ai-form-recognizer_4.0.0-beta.4/sdk/formrecognizer/ai-form-recognizer/CHANGELOG.md)
+ [**Changelog/Release History**](https://github.com/Azure/azure-sdk-for-js/blob/%40azure/ai-form-recognizer_4.0.0-beta.4/sdk/formrecognizer/ai-form-recognizer/CHANGELOG.md)
 
-##### [**Package (npm)**](https://www.npmjs.com/package/@azure/ai-form-recognizer/v/4.0.0-beta.4)
+ [**Package (npm)**](https://www.npmjs.com/package/@azure/ai-form-recognizer/v/4.0.0-beta.4)
 
-##### [**SDK reference documentation**](/javascript/api/@azure/ai-form-recognizer/?view=azure-node-preview&preserve-view=true)
+ [**SDK reference documentation**](/javascript/api/@azure/ai-form-recognizer/?view=azure-node-preview&preserve-view=true)
 
 ### [Python](#tab/python)
 
 **Version 3.2.0b5 (2022-06-07**
 
-##### [**Changelog/Release History**](https://github.com/Azure/azure-sdk-for-python/blob/azure-ai-formrecognizer_3.2.0b5/sdk/formrecognizer/azure-ai-formrecognizer/CHANGELOG.md)
+ [**Changelog/Release History**](https://github.com/Azure/azure-sdk-for-python/blob/azure-ai-formrecognizer_3.2.0b5/sdk/formrecognizer/azure-ai-formrecognizer/CHANGELOG.md)
 
-##### [**Package (PyPi)**](https://pypi.org/project/azure-ai-formrecognizer/3.2.0b5/)
+ [**Package (PyPi)**](https://pypi.org/project/azure-ai-formrecognizer/3.2.0b5/)
 
-##### [**SDK reference documentation**](/python/api/azure-ai-formrecognizer/azure.ai.formrecognizer?view=azure-python-preview&preserve-view=true)
+ [**SDK reference documentation**](/python/api/azure-ai-formrecognizer/azure.ai.formrecognizer?view=azure-python-preview&preserve-view=true)
 
 ---
 
@@ -166,56 +166,56 @@ The latest beta release version of the Azure Form Recognizer SDKs incorporates n
 
 This new release includes the following updates:
 
-*  [Custom Document models and modes](concept-custom.md):
+* [Custom Document models and modes](concept-custom.md):
   * [Custom template](concept-custom-template.md) (formerly custom form)
   * [Custom neural](concept-custom-neural.md).
   * [Custom model—build mode](concept-custom.md#build-mode).
 
-*  [W-2 prebuilt model](concept-w2.md) (prebuilt-tax.us.w2).
+* [W-2 prebuilt model](concept-w2.md) (prebuilt-tax.us.w2).
 
-*  [Read prebuilt model](concept-read.md) (prebuilt-read).
+* [Read prebuilt model](concept-read.md) (prebuilt-read).
 
-*  [Invoice prebuilt model (Spanish)](concept-invoice.md#supported-languages-and-locales) (prebuilt-invoice).
+* [Invoice prebuilt model (Spanish)](concept-invoice.md#supported-languages-and-locales) (prebuilt-invoice).
 
 ### [**C#**](#tab/csharp)
 
 **Version 4.0.0-beta.3 (2022-02-10)**
 
-##### [**Changelog/Release History**](https://github.com/Azure/azure-sdk-for-net/blob/main/sdk/formrecognizer/Azure.AI.FormRecognizer/CHANGELOG.md#400-beta3-2022-02-10)
+ [**Changelog/Release History**](https://github.com/Azure/azure-sdk-for-net/blob/main/sdk/formrecognizer/Azure.AI.FormRecognizer/CHANGELOG.md#400-beta3-2022-02-10)
 
-##### [**Package (NuGet)**](https://www.nuget.org/packages/Azure.AI.FormRecognizer/4.0.0-beta.3)
+ [**Package (NuGet)**](https://www.nuget.org/packages/Azure.AI.FormRecognizer/4.0.0-beta.3)
 
-##### [**SDK reference documentation**](/dotnet/api/azure.ai.formrecognizer.documentanalysis?view=azure-dotnet-preview&preserve-view=true)
+ [**SDK reference documentation**](/dotnet/api/azure.ai.formrecognizer.documentanalysis?view=azure-dotnet-preview&preserve-view=true)
 
 ### [**Java**](#tab/java)
 
 **Version 4.0.0-beta.4 (2022-02-10)**
 
-##### [**Changelog/Release History**](https://github.com/Azure/azure-sdk-for-java/blob/main/sdk/formrecognizer/azure-ai-formrecognizer/CHANGELOG.md#400-beta4-2022-02-10)
+ [**Changelog/Release History**](https://github.com/Azure/azure-sdk-for-java/blob/main/sdk/formrecognizer/azure-ai-formrecognizer/CHANGELOG.md#400-beta4-2022-02-10)
 
-##### [**Package (Maven)**](https://search.maven.org/artifact/com.azure/azure-ai-formrecognizer/4.0.0-beta.4/jar)
+ [**Package (Maven)**](https://search.maven.org/artifact/com.azure/azure-ai-formrecognizer/4.0.0-beta.4/jar)
 
-##### [**SDK reference documentation**](/java/api/overview/azure/ai-formrecognizer-readme?view=azure-java-preview&preserve-view=true)
+ [**SDK reference documentation**](/java/api/overview/azure/ai-formrecognizer-readme?view=azure-java-preview&preserve-view=true)
 
 ### [**JavaScript**](#tab/javascript)
 
 **Version 4.0.0-beta.3 (2022-02-10)**
 
-##### [**Changelog/Release History**](https://github.com/Azure/azure-sdk-for-js/blob/main/sdk/formrecognizer/ai-form-recognizer/CHANGELOG.md#400-beta3-2022-02-10)
+ [**Changelog/Release History**](https://github.com/Azure/azure-sdk-for-js/blob/main/sdk/formrecognizer/ai-form-recognizer/CHANGELOG.md#400-beta3-2022-02-10)
 
-##### [**Package (npm)**](https://www.npmjs.com/package/@azure/ai-form-recognizer/v/4.0.0-beta.3)
+ [**Package (npm)**](https://www.npmjs.com/package/@azure/ai-form-recognizer/v/4.0.0-beta.3)
 
-##### [**SDK reference documentation**](/javascript/api/@azure/ai-form-recognizer/?view=azure-node-preview&preserve-view=true)
+ [**SDK reference documentation**](/javascript/api/@azure/ai-form-recognizer/?view=azure-node-preview&preserve-view=true)
 
 ### [Python](#tab/python)
 
 **Version 3.2.0b3 (2022-02-10)**
 
-##### [**Changelog/Release History**](https://github.com/Azure/azure-sdk-for-python/blob/azure-ai-formrecognizer_3.2.0b3/sdk/formrecognizer/azure-ai-formrecognizer/CHANGELOG.md#320b3-2022-02-10)
+ [**Changelog/Release History**](https://github.com/Azure/azure-sdk-for-python/blob/azure-ai-formrecognizer_3.2.0b3/sdk/formrecognizer/azure-ai-formrecognizer/CHANGELOG.md#320b3-2022-02-10)
 
-##### [**Package (PyPI)**](https://pypi.org/project/azure-ai-formrecognizer/3.2.0b3/)
+ [**Package (PyPI)**](https://pypi.org/project/azure-ai-formrecognizer/3.2.0b3/)
 
-##### [**SDK reference documentation**](/python/api/azure-ai-formrecognizer/azure.ai.formrecognizer?view=azure-python-preview&preserve-view=true)
+ [**SDK reference documentation**](/python/api/azure-ai-formrecognizer/azure.ai.formrecognizer?view=azure-python-preview&preserve-view=true)
 
 ---