Resolving image names, grammar, and title casing

Author: whhender

learn-pr/azure/building-end-to-end-data-governance-master-data-stack-with-microsoft-purview-cluedin/includes/1-introduction.md

@@ -1,6 +1,6 @@
 Deploy a data technology stack that provides data governance, data quality, data lineage, data enrichment, and data standardization layers to your Azure ecosystem. Combine the power of Microsoft Purview, Azure Data Factory, and CluedIn into a powerhouse of data governance and data quality. This data pipeline takes raw data and surfaces high quality and ready-for-insight data to downstream systems and users.
 
-## Learning Objectives
+## Learning objectives
 
 By the end of this module, you'll be able to:
 

learn-pr/azure/building-end-to-end-data-governance-master-data-stack-with-microsoft-purview-cluedin/includes/4-integrate-deployed-technologies.md

@@ -24,7 +24,7 @@ Notice in the data, that we have 10 rows of data containing a list of different
 
 Notice that the addresses of many of the companies are similar with for example "188, Quuen St Brisbane" and "188 queen street brisbane". These addresses are fictitious, but we can clearly see that there's a data quality issue that we're hoping to fix.
 
-The "person_id" column is referring to the identifier of an Employee of which is somewhere within one of the other files and hence we'll be create what CluedIn calls **Edges** or **Relationships** between this column and the column of another Domain.
+The "person_id" column is referring to the identifier of an Employee of which is somewhere within one of the other files and hence we'll create what CluedIn calls **Edges** or **Relationships** between this column and the column of another Domain.
 
 ### Contacts.csv
 
@@ -214,7 +214,7 @@ Now we'll create the secure credentials that Microsoft Purview and Azure Data Fa
 
 1. In CluedIn, go to the **Datasources** section under **Integration** in CluedIn and you'll notice that your 7 files are now showing in CluedIn. However, there will only be the metadata that is registered.
 
-    :::image type="content" source="../media/CluedIn_DataSources_Purview.png" alt-text="Screenshot of the CluedIn integrations screen, showing the data sources.":::
+    :::image type="content" source="../media/cluedin-data-sources-purview.png" alt-text="Screenshot of the CluedIn integrations screen, showing the data sources.":::
 
 # Connect CluedIn to Azure Data Factory
 

learn-pr/azure/building-end-to-end-data-governance-master-data-stack-with-microsoft-purview-cluedin/includes/8-exercise-fix-duplicate-records.md

@@ -18,7 +18,7 @@ So far in the exercise, we have found that most our records were able to actuall
 
 1. Create a new deduplication project called **Products** and select the Entity Type of **Product**.
 
-    :::image type="content" source="../media/Deduplication_Product.png" alt-text="Screenshot of the CluedIn Create Duplication Project window.":::
+    :::image type="content" source="../media/deduplication-product.png" alt-text="Screenshot of the CluedIn Create Duplication Project window.":::
 
 1. Give the project a useful description and select **Create**.