refresh modules

Author: ivorb

learn-pr/wwl-data-ai/ai-knowldge-mining/1-introduction.yml

@@ -4,9 +4,9 @@ title: Introduction
 metadata:
   title: Introduction
   description: Introduction
-  author: graememalcolm
-  ms.author: gmalc
-  ms.date: 05/16/2025
+  author: ivorb
+  ms.author: berryivor
+  ms.date: 03/11/2026
   ms.topic: unit
   ms.collection:
     - wwl-ai-copilot

learn-pr/wwl-data-ai/ai-knowldge-mining/2-azure-ai-search.yml

@@ -4,9 +4,9 @@ title: What is Azure AI Search?
 metadata:
   title: What is Azure AI Search?
   description: Introduction to Azure AI Search.
-  author: graememalcolm
-  ms.author: gmalc
-  ms.date: 05/16/2025
+  author: ivorb
+  ms.author: berryivor
+  ms.date: 03/11/2026
   ms.topic: unit
   ms.collection:
     - wwl-ai-copilot

learn-pr/wwl-data-ai/ai-knowldge-mining/3-index.yml

@@ -4,9 +4,9 @@ title: Extract data with an indexer
 metadata:
   title: Extract data with an indexer
   description: Use an indexer to extract and index from a data source.
-  author: graememalcolm
-  ms.author: gmalc
-  ms.date: 05/16/2025
+  author: ivorb
+  ms.author: berryivor
+  ms.date: 03/11/2026
   ms.topic: unit
   ms.collection:
     - wwl-ai-copilot

learn-pr/wwl-data-ai/ai-knowldge-mining/4-ai-skills.yml

@@ -4,9 +4,9 @@ title: Enrich extracted data with AI skills
 metadata:
   title: Enrich extracted data with AI skills
   description: Use AI skills to enrich data in your index.
-  author: graememalcolm
-  ms.author: gmalc
-  ms.date: 05/16/2025
+  author: ivorb
+  ms.author: berryivor
+  ms.date: 03/11/2026
   ms.topic: unit
   ms.collection:
     - wwl-ai-copilot

learn-pr/wwl-data-ai/ai-knowldge-mining/5-search-index.yml

@@ -4,9 +4,9 @@ title: Search an index
 metadata:
   title: Search an index
   description: Query an index to find and filter documents.
-  author: graememalcolm
-  ms.author: gmalc
-  ms.date: 05/16/2025
+  author: ivorb
+  ms.author: berryivor
+  ms.date: 03/11/2026
   ms.topic: unit
   ms.collection:
     - wwl-ai-copilot

learn-pr/wwl-data-ai/ai-knowldge-mining/6-knowledge-store.yml

@@ -4,9 +4,9 @@ title: Persist extracted information in a knowledge store
 metadata:
   title: Persist extracted information in a knowledge store
   description: Use projections to persist extracted data in a knowledge store.
-  author: graememalcolm
-  ms.author: gmalc
-  ms.date: 05/16/2025
+  author: ivorb
+  ms.author: berryivor
+  ms.date: 03/11/2026
   ms.topic: unit
   ms.collection:
     - wwl-ai-copilot

learn-pr/wwl-data-ai/ai-knowldge-mining/7-exercise.yml

@@ -4,9 +4,9 @@ title: Exercise - Create a knowledge mining solution
 metadata:
   title: Exercise - Create a knowledge mining solution
   description: Use Azure AI Search to create a knowledge mining  solution.
-  author: graememalcolm
-  ms.author: gmalc
-  ms.date: 05/16/2025
+  author: ivorb
+  ms.author: berryivor
+  ms.date: 03/11/2026
   ms.topic: unit
   ms.collection:
     - wwl-ai-copilot

learn-pr/wwl-data-ai/ai-knowldge-mining/8-knowledge-check.yml

@@ -4,9 +4,9 @@ title: Module assessment
 metadata:
   title: Module assessment
   description: Knowledge check
-  author: graememalcolm
-  ms.author: gmalc
-  ms.date: 05/16/2025
+  author: ivorb
+  ms.author: berryivor
+  ms.date: 03/11/2026
   ms.topic: unit
   ms.collection:
     - wwl-ai-copilot
@@ -21,7 +21,7 @@ quiz:
       explanation: "Correct. An indexer is run to extract data and populate an index."
     - content: "Projection"
       isCorrect: false
-      explanation: "Incorrect.A projection is used to store extracted data in a knowledge store."
+      explanation: "Incorrect. A projection is used to store extracted data in a knowledge store."
     - content: "Query"
       isCorrect: false
       explanation: "Incorrect. A query is used to search an index."
@@ -32,7 +32,7 @@ quiz:
       explanation: "Incorrect. Azure Functions can be used to implement custom skills, but isn't required for built-in skills."
     - content: "Foundry Tools"
       isCorrect: true
-      explanation: "Correct. A Foundry Tools resource is required to support built-in skills."
+      explanation: "Correct. A Foundry resource is required to support built-in skills."
     - content: "Azure Cosmos DB"
       isCorrect: false
       explanation: "Incorrect. Azure Cosmos DB could be a data source fo Azure AI Search, but it isn't required for built-in skills."

learn-pr/wwl-data-ai/ai-knowldge-mining/9-summary.yml

@@ -4,9 +4,9 @@ title: Summary
 metadata:
   title: Summary
   description: Summarize what you've learned about knowledge mining.
-  author: graememalcolm
-  ms.author: gmalc
-  ms.date: 05/16/2025
+  author: ivorb
+  ms.author: berryivor
+  ms.date: 03/11/2026
   ms.topic: unit
   ms.collection:
     - wwl-ai-copilot

learn-pr/wwl-data-ai/ai-knowldge-mining/includes/2-azure-ai-search.md

@@ -10,7 +10,7 @@ Azure AI Search indexes contain insights extracted from your data; which can inc
 
 ![Diagram of Azure AI Search supporting multiple applications.](../media/ai-search.png)
 
-Azure AI search has many applications, including:
+Azure AI Search has many applications, including:
 
 - Implementing an *enterprise search* solution to help employees or customers find information in websites or applications.
 - Supporting *retrieval augmented generation* (RAG) in generative AI applications by using vector-based indexes for prompt grounding data.