Merge pull request #50274 from GraemeMalcolm/main

Added some images and tidied up

Author: JamesJBarnett

learn-pr/wwl-data-ai/analyze-images/5-exercise-computer-vision.yml

@@ -1,8 +1,8 @@
 ### YamlMime:ModuleUnit
 uid: learn.wwl.analyze-images.exercise-computer-vision
-title: Exercise - Analyze images with Azure AI Vision
+title: Exercise - Analyze images
 metadata:
-  title: Exercise - Analyze images with Azure AI Vision
+  title: Exercise - Analyze images
   description: Exercise - Analyze images with Azure AI Vision
   author: wwlpublish
   ms.author: berryivor

learn-pr/wwl-data-ai/read-text-images-documents-with-computer-vision-service/includes/1-introduction.md

@@ -1,5 +1,11 @@
-Suppose you're given thousands of images and asked to transfer the text on the images to a computer database. The scanned images have text organized in different formats and contain multiple languages. What are some ways you could complete the project in a reasonable time frame and make sure the data is entered with a high degree of accuracy? 
+We live in a digital world, in which data is increasingly captured as images. Often, those images contain text, which you need to be able to extract from their pixelated format in the image for processing, indexing, and other tasks. Everyday examples include:
 
-Companies around the world are tackling similar scenarios every day. Without AI services, it would be challenging to complete the project, especially if it were to change in scale.
+- Meeting a new business associate and taking a photograph of their business card to store their contact details digitally.
+- Scanning a document or ID card to include in an application for a government or commercial service.
+- Taking a photo of a menu or recipe to store it in a digital notebook.
+- Photographing street signs or store fronts so you can submit the text they contain to a translation app.
+- Digitizing handwritten notes using a cellphone camera.
 
-Using AI services, we can treat this project as an Azure AI Vision scenario and apply Optical Character Recognition (OCR). OCR allows you to extract text from images, such as photos of street signs and products, and from documents; such as handwritten or unstructured documents.
+![Diagram of an image containing text being read by the Azure AI Vision image analysis service.](../media/optical-character-recognition.png)
+
+In this module, we'll explore the *optical character recognition* (OCR) capabilities of the Azure AI Vision *Image Analysis* API, which makes these scenarios, and more, possible.

learn-pr/wwl-data-ai/read-text-images-documents-with-computer-vision-service/includes/2-options-read-text.md

@@ -2,6 +2,8 @@ There are multiple Azure AI services that read text from documents and images, e
 
 ## Azure AI Vision
 
+![Azure AI Vision icon](../media/ai-vision.png)
+
 Azure AI Vision includes an *image analysis* capability that supports *optical character recognition* (OCR). Consider using Azure AI Vision in the following scenarios:
 
 - **Text location and extraction from scanned documents**: Azure AI Vision is a great solution for general, unstructured documents that have been scanned as images. For example, reading text in labels, menus, or business cards.
@@ -10,14 +12,18 @@ Azure AI Vision includes an *image analysis* capability that supports *optical c
 
 ## Azure AI Document Intelligence
 
+![Azure AI Document Intelligence icon](../media/document-intelligence.png)
+
 Azure AI Document Intelligence is a service that you can use to extract information from complex digital documents. Azure AI Document Intelligence is designed for extracting text, key-value pairs, tables, and structures from documents automatically and accurately. Key considerations for choosing Azure AI Document Intelligence include:
 
-- **Form Processing**: Azure AI Document Intelligence is specifically designed to extract data from forms, invoices, receipts, and other structured documents.
-- **Prebuilt Models**: Azure AI Document Intelligence provides prebuilt models for common document types to reduce complexity and integrate into workflows or applications.
-- **Custom Models**: Creating custom models tailored to your specific documents, makes Azure AI Document Intelligence a flexible solution that can be used in many business scenarios.
+- **Form processing**: Azure AI Document Intelligence is specifically designed to extract data from forms, invoices, receipts, and other structured documents.
+- **Prebuilt models**: Azure AI Document Intelligence provides prebuilt models for common document types to reduce complexity and integrate into workflows or applications.
+- **Custom models**: Creating custom models tailored to your specific documents, makes Azure AI Document Intelligence a flexible solution that can be used in many business scenarios.
 
 ## Azure AI Content Understanding
 
+![Azure AI Content Understanding icon](../media/content-understanding.png)
+
 Azure AI Content Understanding is a service that you can use to analyze and extract information from multiple kinds of content; including documents, images, audio streams, and video. It is suitable for:
 
 - **Multimodal content extraction**: Extracting content and structured fields from documents, forms, audio, video, and images.

learn-pr/wwl-data-ai/read-text-images-documents-with-computer-vision-service/includes/5-exercise.md

@@ -1,6 +1,6 @@
 Now it's your turn to try using the OCR capabilities of Azure AI Vision.
 
-In this exercise, you use the Azure AI Vision SDK to develop a client application that extracts text from images.
+In this exercise, you use the Azure AI Vision Image Analysis SDK to develop a client application that extracts text from images.
 
 > [!NOTE]
 > To complete this lab, you need an **[Azure subscription](https://azure.microsoft.com/free?azure-portal=true)** in which you have administrative access.

learn-pr/wwl-data-ai/read-text-images-documents-with-computer-vision-service/includes/7-summary.md

@@ -1,3 +1,3 @@
 In this module, you learned how to provision an Azure AI Vision resource and use it from a client application to extract text from images.
 
-To learn more about using the Azure AI Vision service for OCR, see the [OCR - Optical Character Recognition](/azure/ai-services/computer-vision/overview-ocr) in the Azure AI Vision documentation.
+To learn more about using Azure AI Vision for OCR, see the [OCR - Optical Character Recognition](/azure/ai-services/computer-vision/overview-ocr) in the Azure AI Vision documentation.

learn-pr/wwl-data-ai/read-text-images-documents-with-computer-vision-service/index.yml

@@ -10,6 +10,7 @@ metadata:
   ms.topic: module-standard-task-based
   ms.collection:
     - wwl-ai-copilot
+  ai-usage: ai-assieted
 title: Read text in images and documents with the Azure AI Vision Service
 summary: Azure's AI Vision service uses algorithms to process images and return information. This module teaches you how to use the Image Analysis API for optical character recognition (OCR).
 abstract: |