pull base content,head:MicrosoftDocs:main,into:wwlpublishsync

Author: wwlpublish

learn-pr/azure/inclusive-marketing/includes/6-summary.md

@@ -4,7 +4,7 @@ Beginning with the simple framework of what, who, and how you market, one or all
 
 ## References
 
-- [Inclusive Marketing: Why it’s essential for your brand](https://about.ads.microsoft.com/blog/post/january-2020/inclusive-marketing-why-its-essential-for-your-brand)
+- [Inclusive Marketing: Why it’s essential for your brand](/training/modules/inclusive-marketing)
 - [How Microsoft defines and pursues inclusive marketing](https://www.warc.com/content/paywall/article/event-reports/how-microsoft-defines-and-pursues-inclusive-marketing/129014)
 - [LGBT advertising: How brands are taking a stance on issues](https://www.thinkwithgoogle.com/future-of-marketing/management-and-culture/diversity-and-inclusion/lgbt-advertising-brands-taking-stance-on-issues/)
 - [Brands & Stands: Social Purpose is the New Black](https://engageforgood.com/guides/statistics-every-cause-marketer-should-know/ ) 

learn-pr/azure/manage-deployments-advanced-arm-template-features/includes/azcli/3-exercise-dependencies.md

@@ -91,7 +91,7 @@ Here, you download an Azure Resource Manager (ARM) template from a GitHub reposi
       --parameters adminUsername=azureuser vmName=vm1 adminPasswordOrKey='insecurepassword123!'
     ```
 
-    The command can take a few minutes to run. While the command runs, you can [examine the ARM template](https://raw.githubusercontent.com/Azure/azure-quickstart-templates/master/quickstarts/microsoft.compute/vm-simple-linux/azuredeploy.json) from a separate browser tab if you'd like.
+    The command can take a few minutes to run. While the command runs, you can [examine the ARM template](https://github.com/Azure/azure-quickstart-templates) from a separate browser tab if you'd like.
 
     Note the resource dependencies by searching for the `dependsOn` key. For example, the virtual machine resource depends on the network interface:
 

learn-pr/azure/manage-deployments-advanced-arm-template-features/includes/powershell/3-exercise-dependencies.md

@@ -109,7 +109,7 @@ Here, you download an ARM template from a GitHub repository that we provide for
       -adminPasswordOrKey $secure
     ```
 
-    The command can take a few minutes to run. While the command runs, you can [examine the ARM template](https://raw.githubusercontent.com/Azure/azure-quickstart-templates/master/quickstarts/microsoft.compute/vm-simple-linux/azuredeploy.json) from a separate browser tab if you'd like.
+    The command can take a few minutes to run. While the command runs, you can [examine the ARM template](https://github.com/Azure/azure-quickstart-templates) from a separate browser tab if you'd like.
 
     Note the resource dependencies by searching for the `dependsOn` key. For example, the virtual machine resource depends on the network interface:
 

learn-pr/cmu-cloud-developer/cmu-cloud-storage/includes/1-data-overview.md

@@ -50,8 +50,9 @@ Organizations are trying to leverage or cope with the massive amounts of data th
 
 1. _John Gantz and David Reinsel (2012). [The Digital Universe in 2020 IDC White paper](https://it4sec.org/article/digital-universe-2020-big-data-bigger-digital-shadows-and-biggest-growth-far-east)_
 2. _Subramanian Muralidhar, Wyatt Lloyd, Sabyasachi Roy, Cory Hill, Ernest Lin, Weiwen Liu, Satadru Pan, Shiva Shankar, Viswanath Sivakumar, Linpeng Tang and Sanjeev Kumar (2014). [f4: Facebook's Warm BLOB Storage System](https://www.usenix.org/conference/osdi14/technical-sessions/presentation/muralidhar) 11th USENIX Symposium on Operating Systems Design and Implementation (OSDI 14) 383-398 USENIX Association_
-3. _Thomas Rivera (2012). [The Evolution of File Systems SNIA Tutorial](https://www.snia.org/sites/default/education/tutorials/2012/spring/file/ThomasRivera_The_Evolution_of_File_Systems-v3.pdf)_
+3. _Thomas Rivera (2012). [The Evolution of File Systems SNIA Tutorial](https://www.cse.msu.edu/~cse820/lectures/lecturesS08/Bandulet-C_The_Storage_Evolution.pdf
+)_
 
 [^1]: <https://it4sec.org/article/digital-universe-2020-big-data-bigger-digital-shadows-and-biggest-growth-far-east> "John Gantz and David Reinsel (2012). *The Digital Universe in 2020 IDC White paper*"
 [^2]: <https://www.usenix.org/conference/osdi14/technical-sessions/presentation/muralidhar> "Subramanian Muralidhar, Wyatt Lloyd, Sabyasachi Roy, Cory Hill, Ernest Lin, Weiwen Liu, Satadru Pan, Shiva Shankar, Viswanath Sivakumar, Linpeng Tang and Sanjeev Kumar (2014). *f4: Facebook's Warm BLOB Storage System* 11th USENIX Symposium on Operating Systems Design and Implementation (OSDI 14) 383-398 USENIX Association"
-[^3]: <https://www.snia.org/sites/default/education/tutorials/2012/spring/file/ThomasRivera_The_Evolution_of_File_Systems-v3.pdf> "Thomas Rivera (2012). *The Evolution of File Systems SNIA Tutorial*"
+[^3]: <https://www.cse.msu.edu/~cse820/lectures/lecturesS08/Bandulet-C_The_Storage_Evolution.pdf> "Thomas Rivera (2012). *The Evolution of File Systems SNIA Tutorial*"

learn-pr/cmu-cloud-developer/cmu-cloud-storage/includes/4-storage-abstractions.md

@@ -52,7 +52,8 @@ Another layer of abstraction in storage systems is databases. Databases are typi
 ***
 ### References
 
-1. _Thomas Rivera (2012). [The Evolution of File Systems SNIA Tutorial](https://www.snia.org/sites/default/education/tutorials/2012/spring/file/ThomasRivera_The_Evolution_of_File_Systems-v3.pdf)_
+1. _Thomas Rivera (2012). [The Evolution of File Systems SNIA Tutorial](https://www.cse.msu.edu/~cse820/lectures/lecturesS08/Bandulet-C_The_Storage_Evolution.pdf
+)_
 
 ***
 

learn-pr/cmu-cloud-developer/cmu-cloud-storage/includes/5-local-file-systems.md

@@ -90,7 +90,8 @@ Although the servers share the disk array, they cannot physically share data res
 ***
 ### References
 
-1. _Thomas Rivera (2012). [The Evolution of File Systems SNIA Tutorial](https://www.snia.org/sites/default/education/tutorials/2012/spring/file/ThomasRivera_The_Evolution_of_File_Systems-v3.pdf)_
+1. _Thomas Rivera (2012). [The Evolution of File Systems SNIA Tutorial](https://www.cse.msu.edu/~cse820/lectures/lecturesS08/Bandulet-C_The_Storage_Evolution.pdf
+)_
 2. _Sanjay Ghemawat, Howard Gobioff, and Shun-Tak Leung (2003). [The Google File Systems 19th ACM Symposium on Operating Systems Principles](https://static.googleusercontent.com/media/research.google.com/en//archive/gfs-sosp2003.pdf)_
 
 ***

learn-pr/cmu-cloud-developer/cmu-cloud-storage/includes/6-distributed-file-systems.md

@@ -48,7 +48,8 @@ When a resource, such as a file, is shared between multiple users, it is necessa
 ***
 ### References
 
-1. _Thomas Rivera (2012). [The Evolution of File Systems SNIA Tutorial](https://www.snia.org/sites/default/education/tutorials/2012/spring/file/ThomasRivera_The_Evolution_of_File_Systems-v3.pdf)_
+1. _Thomas Rivera (2012). [The Evolution of File Systems SNIA Tutorial](https://www.cse.msu.edu/~cse820/lectures/lecturesS08/Bandulet-C_The_Storage_Evolution.pdf
+)_
 2. _Sanjay Ghemawat, Howard Gobioff, and Shun-Tak Leung (2003). [The Google File Systems](https://static.googleusercontent.com/media/research.google.com/en//archive/gfs-sosp2003.pdf) 19th ACM Symposium on Operating Systems Principles_
 
 ***

learn-pr/reactors/principal-component-analysis-food-composition/includes/4-normalize-data.md

@@ -12,7 +12,7 @@ The output is:
 
 :::image type="content" alt-text="Screenshot that shows a histogram of all the columns." source="../media/normalize-1.png" loc-scope="Azure":::
 
-There's no bell curve in sight. Worse, a lot of the data is clustered at or around 0. We'll use the [Box-Cox Transformation](https://www.statisticshowto.datasciencecentral.com/box-cox-transformation/?azure-portal=true) on the data, but it requires entirely positive input. So we'll add 1 to every value in each column.
+There's no bell curve in sight. Worse, a lot of the data is clustered at or around 0. We'll use the [Box-Cox Transformation](https://www.statisticshowto.com/probability-and-statistics/normal-distributions/box-cox-transformation) on the data, but it requires entirely positive input. So we'll add 1 to every value in each column.
 
 ```python
 nutr_df = nutr_df + 1

learn-pr/wwl-data-ai/ai-agent-fundamentals/index.yml

@@ -1,7 +1,7 @@
 ### YamlMime:Module
 uid: learn.wwl.ai-agent-fundamentals
 metadata:
-  title: Fundamentals of AI agents on Azure
+  title: Get started with AI agent development on Azure
   description: AI agents represent the next generation of intelligent applications. Learn how they can be developed and used on Microsoft Azure.
   author: wwlpublish
   ms.author: berryivor
@@ -11,7 +11,7 @@ metadata:
   ms.collection:
     - wwl-ai-copilot
   ms.custom: ai-learning-hub
-title: Fundamentals of AI agents on Azure
+title: Get started with AI agent development on Azure
 summary: "AI agents represent the next generation of intelligent applications. Learn how they can be developed and used on Microsoft Azure."
 abstract: |
   By the end of this module, you'll be able to:

learn-pr/wwl-data-ai/build-language-solution-azure-openai/includes/3-use-openai-rest.md

@@ -1,7 +1,7 @@
 Azure OpenAI offers a REST API for interacting and generating responses that developers can use to add AI functionality to their applications. This unit covers example usage, input and output from the API.
 
 > [!NOTE]
-> Before interacting with the API, you must create an Azure OpenAI resource in the Azure portal, deploy a model in that resource, and retrieve your endpoint and keys. Check out the [Getting started with Azure OpenAI Service](/training/modules/get-started-openai/) to learn how to do that.
+> Before interacting with the API, you must create an Azure OpenAI resource in the Azure portal, deploy a model in that resource, and retrieve your endpoint and keys. Check out the [Getting started with Azure OpenAI Service](/azure/ai-services/openai) to learn how to do that.
 
 For each call to the REST API, you need the endpoint and a key from your Azure OpenAI resource, and the name you gave for your deployed model. In the following examples, the following placeholders are used: