Fixes

Author: GraemeMalcolm

learn-pr/wwl-data-ai/ai-information-extraction/3-azure-ai-vision.yml

@@ -1,5 +1,5 @@
 ### YamlMime:ModuleUnit
-uid: learn.wwl.aai-information-extraction.azure-ai-vision
+uid: learn.wwl.ai-information-extraction.azure-ai-vision
 title: Extract information with Azure AI Vision
 metadata:
   title: Extract information with Azure AI Vision

learn-pr/wwl-data-ai/ai-information-extraction/8-knowledge-check.yml

@@ -17,7 +17,7 @@ quiz:
   - content: "Which service should you use to build a mobile app with which a user can take a photograph of a street sign and extract text to send to a translation service?"
     choices:
     - content: "Azure AI Vision Image Analysis"
-    - isCorrect: true
+      isCorrect: true
       explanation: "Correct. Azure AI Vision Image Analysis uses OCR to extract text from images."
     - content: "Azure AI Content Understanding"
       isCorrect: false
@@ -28,7 +28,7 @@ quiz:
   - content: "Which service should you use to analyze a recording of a customer service call to extract key points that were discussed?"
     choices:
     - content: "Azure AI Vision Image Analysis"
-    - isCorrect: false
+      isCorrect: false
       explanation: "Incorrect. Azure AI Vision Image Analysis uses OCR to extract text from images."
     - content: "Azure AI Content Understanding"
       isCorrect: true
@@ -39,7 +39,7 @@ quiz:
   - content: "Which service should you use to extract fields from standard US tax forms for automated processing?"
     choices:
     - content: "Azure AI Vision Image Analysis"
-    - isCorrect: false
+      isCorrect: false
       explanation: "Incorrect. Azure AI Vision Image Analysis uses OCR to extract text from images."
     - content: "Azure AI Content Understanding"
       isCorrect: false

learn-pr/wwl-data-ai/ai-information-extraction/includes/2-azure-ai-services.md

@@ -6,12 +6,12 @@ Core services used in information extraction scenarios include:
 | -- | -- |
 | ![Azure AI Vision icon.](../media/azure-ai-vision.png)<br/> **Azure AI Vision Image Analysis** | Azure AI Vision Image Analysis enables you to extract insights from images, including the detection and identification of common objects in images, the generation of relevant captions and tags for images, and the extraction of text in images. |
 | ![Azure AI Content Understanding icon.](../media/content-understanding.png)<br/> **Azure AI Content Understanding** | Azure AI Content Understanding is a generative AI-based multimodal analysis service that can extract insights from structured documents, images, audio, and video.|
-| ![Azure AI Document Intelligence icon.](../media/document-intelligence.png)<br/> **Azure AI Document Intelligence** | Azure AI Document Intelligence is designed to extract fields and values from digital (or digitzed) forms, such as invoices, receipts, purchase orders, and others.|
+| ![Azure AI Document Intelligence icon.](../media/document-intelligence.png)<br/> **Azure AI Document Intelligence** | Azure AI Document Intelligence is designed to extract fields and values from digital (or digitized) forms, such as invoices, receipts, purchase orders, and others.|
 | ![Azure AI Search icon.](../media/ai-search.png)<br/> **Azure AI Search** | Azure AI Search performs AI-assisted indexing in which a pipeline of AI *skills* are used to systematically extract and index information from structured and unstructured content.|
 
 You can use each of these services separately, or combine them to build comprehensive solutions for:
 
-- **Data capture**: Intelligently scanning images to capture and store data values. For example, using a cellphone camera to extract contact information rom a business card.
+- **Data capture**: Intelligently scanning images to capture and store data values. For example, using a cellphone camera to extract contact information from a business card.
 - **Business process automation**: Reading data from forms and using it to trigger workflows. For example, extracting cost center and billing information from invoices and routing them to the appropriate accounts-payable department for processing.
 - **Meeting summarization and analysis**: Analyzing and summarizing key points from recorded phone conversations or video conference calls. For example, automating note-taking and action assignments for a team meeting.
 - **Digital asset management (DAM)**: Managing digital assets like images or videos by automatically tagging and indexing them. For example, to create a searchable library of stock photographs.

learn-pr/wwl-data-ai/ai-information-extraction/includes/3-azure-ai-vision.md

@@ -42,7 +42,7 @@ The AI Vision Image Analysis service generates the following descriptive text va
 
 Azure AI Vision Image Analysis can also detect common objects and people in an image.
 
-For example consider the following image:
+For example, consider the following image:
 
 ![Photograph of an apple, a banana, and an orange.](../media/produce.png).
 
@@ -52,7 +52,7 @@ Azure AI Vision Image Analysis detects the types and locations of objects in thi
 
 ## Optical character recognition (OCR)
 
-When an image contains printed or handwritten text, Azure AI Vision Image Analysis can use a technique called *optical character recognition* (OCR) to determine the location and contents of each *line* of text, and each individual *word*. The OCR capabilities of Azure Ai Vision Image Analysis are particularly useful when you need to read text in an image for further processing, for example to translate a menu using a cellphone application. Azure AI Vision Image Analysis can also be useful to extract small volumes of free-form text from simple documents; for example to extract contact details from a business card.
+When an image contains printed or handwritten text, Azure AI Vision Image Analysis can use a technique called *optical character recognition* (OCR) to determine the location and contents of each *line* of text, and each individual *word*. The OCR capabilities of Azure AI Vision Image Analysis are useful when you need to read text in an image for further processing, for example to translate a menu using a cellphone application. Azure AI Vision Image Analysis can also be useful to extract small volumes of free-form text from simple documents; for example, to extract contact details from a business card.
 
 Consider the following scanned business card:
 

learn-pr/wwl-data-ai/ai-information-extraction/includes/4-content-understanding.md

@@ -1,4 +1,4 @@
-Azure AI Content Understanding uses state of the art AI models to analyze content in multiple formats, including:
+Azure AI Content Understanding uses state-of-the-art AI models to analyze content in multiple formats, including:
 
 - Text-based forms and documents
 - Audio
@@ -30,7 +30,7 @@ Now suppose you need to extract this information from the following invoice:
 
 ![Photograph of an invoice.](../media/invoice.png)
 
-Azure AI Content Understanding can apply the invoice schema to your invoice and identify the corresponding fields, even when they are labeled with different names (or not labeled at all). The resulting analysis produces a result like this:
+Azure AI Content Understanding can apply the invoice schema to your invoice and identify the corresponding fields, even when they're labeled with different names (or not labeled at all). The resulting analysis produces a result like this:
 
 ![Photograph of an analyzed invoice with detected fields highlighted.](../media/analyzed-invoice.png)
 
@@ -111,7 +111,7 @@ You can use Azure AI Content Understanding to analyze the following still image
 
 ![Photograph of a person in a conference room on a call with three remote attendees.](../media/conference-call.jpg)
 
-When applying the schema above to this image, Azure AI Content Understanding produces the following results:
+When applying the preceding schema to this image, Azure AI Content Understanding produces the following results:
 
 - **Location**: Conference room
 - **In-person attendees**: 1

learn-pr/wwl-data-ai/ai-information-extraction/includes/6-ai-search.md

@@ -6,7 +6,7 @@ At the heart of an Azure AI Search solution is an *indexer*, which defines a rep
 
 1. Ingest data from a *source*, such as an Azure Storage container of documents or a database.
 1. *Crack* documents to extract their contents - for example, retrieving the text and image data in a PDF document.
-1. Apply a sequence of tasks to retrieve information from the data and generate a hierarchy of *fields* for the index. Some field are core attributes of the source data (for example document file names and last saved dates), while others are generated by using AI *skills*. For example:
+1. Apply a sequence of tasks to retrieve information from the data and generate a hierarchy of *fields* for the index. Some fields are core attributes of the source data (for example document file names and last saved dates), while others are generated by using AI *skills*. For example:
     - Using **Azure AI Vision** services to generate *tags* and *captions* for images.
     - Using **Azure AI Language** services to derive fields for *sentiment* or *named entities*.
     - Using **Azure AI Document Intelligence** to extract field values from forms.

learn-pr/wwl-data-ai/ai-information-extraction/includes/9-summary.md

@@ -9,7 +9,7 @@ In this module, you've explored Azure AI services that you can use to extract in
 > [!TIP]
 > Learn more about the Azure AI services discussed in this module:
 >
-> - **[Azure AI Vision Image Analysis](https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/overview-image-analysis)**
-> - **[Azure AI Content Understanding](https://learn.microsoft.com/en-us/azure/ai-services/content-understanding/)**
-> - **[Azure AI Document Intelligence](https://learn.microsoft.com/en-us/azure/ai-services/document-intelligence)**
-> - **[Azure AI Search](https://learn.microsoft.com/en-us/azure/search/)**
+> - **[Azure AI Vision Image Analysis](/azure/ai-services/computer-vision/overview-image-analysis/)**
+> - **[Azure AI Content Understanding](/azure/ai-services/content-understanding/)**
+> - **[Azure AI Document Intelligence](/azure/ai-services/document-intelligence/)**
+> - **[Azure AI Search](/azure/search/)**

learn-pr/wwl-data-ai/ai-information-extraction/index.yml

@@ -2,7 +2,7 @@
 uid: learn.wwl.ai-information-extraction
 metadata:
   title: Get started with AI-powered information extraction in Azure
-  description: AI gives you the power to unlock insights from your data. In this module, you will learn how to use Azure AI services to extract information from content.
+  description: AI gives you the power to unlock insights from your data. In this module, you'll learn how to use Azure AI services to extract information from content.
   author: graememalcolm
   ms.author: gmalc
   ms.date: 05/11/2025
@@ -11,7 +11,7 @@ metadata:
   ms.collection:
     - wwl-ai-copilot
 title: Get started with AI-powered information extraction in Azure
-summary: AI gives you the power to unlock insights from your data. In this module, you will learn how to use Azure AI services to extract information from content.
+summary: AI gives you the power to unlock insights from your data. In this module, you'll learn how to use Azure AI services to extract information from content.
 abstract: |
   After completing this module, you'll be able to:
   - Identify Azure AI services for information extraction
@@ -35,10 +35,10 @@ subjects:
 units:
 - learn.wwl.ai-information-extraction.introduction
 - learn.wwl.ai-information-extraction.azure-ai-services
-- learn.wwl.ai-information-extraction.azure-ai-vision
+- learn.wwl.aai-information-extraction.azure-ai-vision
 - learn.wwl.ai-information-extraction.content-understanding
 - learn.wwl.ai-information-extraction.document-intelligence
-- learn.wwl.ai-information-extraction.azure-ai-search
+- learn.wwl.ai-information-extraction.ai-search
 - learn.wwl.ai-information-extraction.exercise
 - learn.wwl.ai-information-extraction.knowledge-check
 - learn.wwl.ai-information-extraction.summary