Merge pull request #49982 from PhilKang0704/broken-link-fix-softchris

JamesJBarnett · web-flow · commit f5f18de5fe43 · 2025-04-19T14:47:29.000-07:00
Broken links fixing - softchris
diff --git a/learn-pr/azure/manage-deployments-advanced-arm-template-features/includes/azcli/3-exercise-dependencies.md b/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:
 
diff --git a/learn-pr/azure/manage-deployments-advanced-arm-template-features/includes/powershell/3-exercise-dependencies.md b/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:
 
diff --git a/learn-pr/cmu-cloud-developer/cmu-cloud-storage/includes/1-data-overview.md b/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*"
diff --git a/learn-pr/cmu-cloud-developer/cmu-cloud-storage/includes/4-storage-abstractions.md b/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
+)_
 
 ***
 
diff --git a/learn-pr/cmu-cloud-developer/cmu-cloud-storage/includes/5-local-file-systems.md b/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)_
 
 ***
diff --git a/learn-pr/cmu-cloud-developer/cmu-cloud-storage/includes/6-distributed-file-systems.md b/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_
 
 ***
diff --git a/learn-pr/reactors/principal-component-analysis-food-composition/includes/4-normalize-data.md b/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
