add images update conceptuals

laujan · laujan · commit 95473bea670c · 2021-10-23T18:40:38.000-07:00
diff --git a/articles/applied-ai-services/form-recognizer/concept-custom.md b/articles/applied-ai-services/form-recognizer/concept-custom.md
@@ -28,15 +28,15 @@ A custom model is a machine learning program trained to recognize form fields wi
 
 ## What is a composed model?
 
-With composed models, you can assign multiple custom models to a composed model called with a single model ID. This is useful when you have trained several models and want to group them to analyze similar form types. For example, your composed model may include custom models trained to analyze your supply, equipment, and furniture purchase orders. Instead of manually trying to select the appropriate model, you can use a composed model to determine the appropriate custom model for each analysis and extraction.
+With composed models, you can assign multiple custom models to a composed model called with a single model ID. It is useful when you have trained several models and want to group them to analyze similar form types. For example, your composed model may include custom models trained to analyze your supply, equipment, and furniture purchase orders. Instead of manually trying to select the appropriate model, you can use a composed model to determine the appropriate custom model for each analysis and extraction.
 
 ## Try Form Recognizer
 
 See how data is extracted from  your specific or unique documents using custom models. You'll need the following:
 
 * An Azure subscription—you can [create one for free](https://azure.microsoft.com/free/cognitive-services/)
 
-* A [Form Recognizer instance](https://ms.portal.azure.com/#create/Microsoft.CognitiveServicesFormRecognizer) in the Azure portal. You can use the free pricing tier (`F0`) to try the service. After your resource deploys, click **Go to resource** to get your API key and endpoint.
+* A [Form Recognizer instance](https://ms.portal.azure.com/#create/Microsoft.CognitiveServicesFormRecognizer) in the Azure portal. You can use the free pricing tier (`F0`) to try the service. After your resource deploys, select **Go to resource** to get your API key and endpoint.
 
  :::image type="content" source="media/containers/keys-and-endpoint.png" alt-text="Screenshot: keys and endpoint location in the Azure portal.":::
 
@@ -47,17 +47,17 @@ See how data is extracted from  your specific or unique documents using custom m
 
 1. On the Form Recognizer Studio home page, select **Custom form**.
 
-1. Under **My Projects** select **+ Create a project**.
+1. Under **My Projects**, select **+ Create a project**.
 
 1. Complete the **project details** fields.
 
-1.  **Configure the service resource**.
+1. **Configure the service resource**.
 
 1. Add your **Storage account** and **Blob container** to **Connect your training data source**.
 
 1. **Review and create** your project.
 
-1. A set of sample documents have been provided for you to build and test your custom model.
+1. A set of sample documents has been provided for you to build and test your custom model.
 
     > [!div class="nextstepaction"]
     > [Try Form Recognizer Studio](https://formrecognizer.appliedai.azure.com/studio/customform/projects)
@@ -126,7 +126,7 @@ In the Form Recognizer UI:
 
 1. Navigate to the [Form Recognizer Studio](https://formrecognizer.appliedai.azure.com/studio) and select **Custom form** under Custom models:
 
-    :::image type="content" source="media/label-tool/select-custom-form.png" alt-text="Screenshot: Form Recognizer Studio select custom form.":::
+    :::image type="content" source="media/label-tool/select-custom-form.png" alt-text="Screenshot: Form Recognizer Studio select a custom form page.":::
 
 1. Follow the workflow to create a new project:
 
diff --git a/articles/applied-ai-services/form-recognizer/concept-invoice.md b/articles/applied-ai-services/form-recognizer/concept-invoice.md
@@ -84,48 +84,48 @@ You will need an invoice document. You can use our [sample invoice document](htt
 
 |Name| Type | Description | Standardized output |
 |:-----|:----|:----|:---:|
-| CustomerName | string | Invoiced customer| |
-| CustomerId | string | Customer reference ID | |
-| PurchaseOrder | string | Purchase order reference number | |
-| InvoiceId | string | ID for this specific invoice (often "Invoice Number") | |
-| InvoiceDate | date | Date the invoice was issued | yyyy-mm-dd|
-| DueDate | date | Date payment for this invoice is due | yyyy-mm-dd|
-| VendorName | string | Vendor name |  |
-| VendorAddress | string |  Vendor mailing address|  |
-| VendorAddressRecipient | string | Name associated with the VendorAddress |  |
-| CustomerAddress | string | Mailing address for the Customer | |
-| CustomerAddressRecipient | string | Name associated with the CustomerAddress | |
-| BillingAddress | string | Explicit billing address for the customer |  |
-| BillingAddressRecipient | string | Name associated with the BillingAddress | |
-| ShippingAddress | string | Explicit shipping address for the customer | |
-| ShippingAddressRecipient | string | Name associated with the ShippingAddress |  |
-| SubTotal | number | Subtotal field identified on this invoice | integer |
-| TotalTax | number | Total tax field identified on this invoice | integer |
-| InvoiceTotal | number (USD) | Total new charges associated with this invoice | integer |
-| AmountDue |  number (USD) | Total Amount Due to the vendor | integer |
-| ServiceAddress | string | Explicit service address or property address for the customer | |
-| ServiceAddressRecipient | string | Name associated with the ServiceAddress |  |
-| RemittanceAddress | string | Explicit remittance or payment address for the customer |   |
-| RemittanceAddressRecipient | string | Name associated with the RemittanceAddress |  |
-| ServiceStartDate | date | First date for the service period (for example, a utility bill service period) | yyyy-mm-dd |
-| ServiceEndDate | date | End date for the service period (for example, a utility bill service period) | yyyy-mm-dd|
-| PreviousUnpaidBalance | number | Explicit previously unpaid balance | integer |
+| CustomerName | String | Invoiced customer| |
+| CustomerId | String | Customer reference ID | |
+| PurchaseOrder | String | Purchase order reference number | |
+| InvoiceId | String | ID for this specific invoice (often "Invoice Number") | |
+| InvoiceDate | Date | Date the invoice was issued | yyyy-mm-dd|
+| DueDate | Date | Date payment for this invoice is due | yyyy-mm-dd|
+| VendorName | String | Vendor name |  |
+| VendorAddress | String |  Vendor mailing address|  |
+| VendorAddressRecipient | String | Name associated with the VendorAddress |  |
+| CustomerAddress | String | Mailing address for the Customer | |
+| CustomerAddressRecipient | String | Name associated with the CustomerAddress | |
+| BillingAddress | String | Explicit billing address for the customer |  |
+| BillingAddressRecipient | String | Name associated with the BillingAddress | |
+| ShippingAddress | String | Explicit shipping address for the customer | |
+| ShippingAddressRecipient | String | Name associated with the ShippingAddress |  |
+| SubTotal | Number | Subtotal field identified on this invoice | Integer |
+| TotalTax | Number | Total tax field identified on this invoice | Integer |
+| InvoiceTotal | Number (USD) | Total new charges associated with this invoice | Integer |
+| AmountDue |  Number (USD) | Total Amount Due to the vendor | Integer |
+| ServiceAddress | String | Explicit service address or property address for the customer | |
+| ServiceAddressRecipient | String | Name associated with the ServiceAddress |  |
+| RemittanceAddress | String | Explicit remittance or payment address for the customer |   |
+| RemittanceAddressRecipient | String | Name associated with the RemittanceAddress |  |
+| ServiceStartDate | Date | First date for the service period (for example, a utility bill service period) | yyyy-mm-dd |
+| ServiceEndDate | Date | End date for the service period (for example, a utility bill service period) | yyyy-mm-dd|
+| PreviousUnpaidBalance | Number | Explicit previously unpaid balance | Integer |
 
 ### Line items
 
 Following are the line items extracted from an invoice in the JSON output response (the output below uses this [sample invoice](media/sample-invoice.jpg))
 
 |Name| Type | Description | Text (line item #1) | Value (standardized output) |
 |:-----|:----|:----|:----| :----|
-| Items | string | Full string text line of the line item | 3/4/2021 A123 Consulting Services 2 hours $30.00 10% $60.00 | |
-| Amount | number | The amount of the line item | $60.00 | 100 |
-| Description | string | The text description for the invoice line item | Consulting service | Consulting service |
-| Quantity | number | The quantity for this invoice line item | 2 | 2 |
-| UnitPrice | number | The net or gross price (depending on the gross invoice setting of the invoice) of one unit of this item | $30.00 | 30 |
-| ProductCode | string| Product code, product number, or SKU associated with the specific line item | A123 | |
-| Unit | string| The unit of the line item, e.g,  kg, lb etc. | hours | |
-| Date | date| Date corresponding to each line item. Often it is a date the line item was shipped | 3/4/2021| 2021-03-04 |
-| Tax | number | Tax associated with each line item. Possible values include tax amount, tax %, and tax Y/N | 10% | |
+| Items | String | Full string text line of the line item | 3/4/2021 A123 Consulting Services 2 hours $30.00 10% $60.00 | |
+| Amount | Number | The amount of the line item | $60.00 | 100 |
+| Description | String | The text description for the invoice line item | Consulting service | Consulting service |
+| Quantity | Number | The quantity for this invoice line item | 2 | 2 |
+| UnitPrice | Number | The net or gross price (depending on the gross invoice setting of the invoice) of one unit of this item | $30.00 | 30 |
+| ProductCode | String| Product code, product number, or SKU associated with the specific line item | A123 | |
+| Unit | String| The unit of the line item, e.g,  kg, lb etc. | Hours | |
+| Date | Date| Date corresponding to each line item. Often it is a date the line item was shipped | 3/4/2021| 2021-03-04 |
+| Tax | Number | Tax associated with each line item. Possible values include tax amount, tax %, and tax Y/N | 10% | |
 
 The invoice key-value pairs and line items extracted are in the `documentResults` section of the JSON output. 
 
diff --git a/articles/applied-ai-services/form-recognizer/concept-layout.md b/articles/applied-ai-services/form-recognizer/concept-layout.md
@@ -1,7 +1,7 @@
 ---
 title: Layouts - Form Recognizer
 titleSuffix: Azure Applied AI Services
-description: Learn concepts related to layout analysis with the Form Recognizer API - usage and limits.
+description: Learn concepts related to Layout API analysis with Form Recognizer API—usage and limits.
 author: laujan
 manager: nitinme
 ms.service: applied-ai-services
@@ -14,7 +14,7 @@ recommendations: false
 
 # Form Recognizer layout model
 
-Azure the Form Recognizer Layout API extracts text, tables, selection marks, and structure information from documents (PDF, TIFF) and images (JPG, PNG, BMP). It enables customers to take documents in various formats and return structured data representations of the documents. It combines an enhanced version of our powerful [Optical Character Recognition (OCR)](../../cognitive-services/computer-vision/overview-ocr.md) capabilities with deep learning models to extract text, tables, selection marks, and document structure.
+Azure the Form Recognizer Layout API extracts text, tables, selection marks, and structure information from documents (PDF, TIFF) and images (JPG, PNG, BMP).  The layout model combines an enhanced version of our powerful [Optical Character Recognition (OCR)](../../cognitive-services/computer-vision/overview-ocr.md) capabilities with deep learning models to extract text, tables, selection marks, and document structure.
 
 ***Sample form processed with [Form Recognizer Sample Labeling tool](https://fott-2-1.azurewebsites.net/)  layout feature***
 
@@ -28,11 +28,11 @@ Azure the Form Recognizer Layout API extracts text, tables, selection marks, and
 
 ## Try Form Recognizer
 
-See how layout data, including tables, check boxes, and text is extracted from forms and documents using the Form Recognizer Studio or our Sample Labeling tool. You'll need the following:
+See how data, including tables, check boxes, and text, is extracted from forms and documents using the Form Recognizer Studio or our Sample Labeling tool. You'll need the following:
 
 * An Azure subscription—you can [create one for free](https://azure.microsoft.com/free/cognitive-services/)
 
-* A [Form Recognizer instance](https://ms.portal.azure.com/#create/Microsoft.CognitiveServicesFormRecognizer) in the Azure portal. You can use the free pricing tier (`F0`) to try the service. After your resource deploys, click **Go to resource** to get your API key and endpoint.
+* A [Form Recognizer instance](https://ms.portal.azure.com/#create/Microsoft.CognitiveServicesFormRecognizer) in the Azure portal. You can use the free pricing tier (`F0`) to try the service. After your resource deploys, select **Go to resource** to get your API key and endpoint.
 
  :::image type="content" source="media/containers/keys-and-endpoint.png" alt-text="Screenshot: keys and endpoint location in the Azure portal.":::
 
@@ -43,7 +43,7 @@ See how layout data, including tables, check boxes, and text is extracted from f
 
 ***Sample form processed with [Form Recognizer Studio](https://formrecognizer.appliedai.azure.com/studio/layout)***
 
-:::image type="content" source="media/studio/sample-layout.png" alt-text="Screenshot: layout processing in Form Recognizer Studio.":::
+:::image type="content" source="media/studio/sample-layout.png" alt-text="Screenshot: document processing in Form Recognizer Studio.":::
 
 1. On the Form Recognizer Studio home page, select **Layout**
 
@@ -58,7 +58,7 @@ See how layout data, including tables, check boxes, and text is extracted from f
 
 ### Sample Labeling tool
 
-You will need a form document. You can use our [sample form document](https://raw.githubusercontent.com/Azure-Samples/cognitive-services-REST-api-samples/master/curl/form-recognizer/sample-layout.pdf).
+You'll need a form document. You can use our [sample form document](https://raw.githubusercontent.com/Azure-Samples/cognitive-services-REST-api-samples/master/curl/form-recognizer/sample-layout.pdf).
 
 1. On the Sample Labeling tool home page, select **Use Layout to get text, tables, and selection marks**.
 
