diff --git a/code-conduct.md b/code-conduct.md
index 6cf57ea..21ad75e 100644
--- a/code-conduct.md
+++ b/code-conduct.md
@@ -35,5 +35,5 @@ At the start of a new project, the student or post-doc taking on the lead role c
 
 ### Old projects
 
-If a student or post-doc collects a dataset but does not completely analyze it or write it up within 3 years after the end of study, Krishna will re-assign the project (if appropriate) to another person to expedite publication. If a student or post-doc voluntarily relinquishes their rights to the project prior to the 3-year window, Krishna will also re-assign the project to another individual. This policy is here to prevent data from remaining unpublished, but is meant to give priority to the person who collected the data initially.
+If a student or post-doc collects a dataset but does not completely analyze it or write it up within 1 year after the end of study, Krishna will re-assign the project (if appropriate) to another person to expedite publication. If a student or post-doc voluntarily relinquishes their rights to the project prior to the 1-year window, Krishna will also re-assign the project to another individual. This policy is here to prevent data from remaining unpublished, but is meant to give priority to the person who collected the data initially.
 
diff --git a/getting-started.md b/getting-started.md
index 30c5b86..8069971 100644
--- a/getting-started.md
+++ b/getting-started.md
@@ -7,7 +7,7 @@ You have made your first step by joining our research group on extreme scale geo
 
 * You may use your own laptop or Krishna would be happy to buy you a new laptop.
 
-* We mainly work using Linux OS, so I recommend installing [Fedora OS](https://getfedora.org/) on your machine. At a minimum install Windows Subsystem on Linux (WSL2) and [run Ubuntu](https://docs.microsoft.com/en-us/windows/wsl/install-win10).
+* We mainly work using Unix/Linux OS, so I recommend installing [Fedora OS](https://getfedora.org/) on your machine or using a Mac.
 
 * Sign-up to [DesignSafe-CI](https://designsafe-ci.org/register) and share your username with Krishna so he can add you to relevant projects. DesignSafe is a CyberInfrastructure for Natural Hazard Engineering and offers access to some of the best supercomputing resources at the [Texas Advanced Computing Center - TACC](https://tacc.utexas.edu).
 
@@ -17,12 +17,14 @@ You have made your first step by joining our research group on extreme scale geo
 
     - [Unix Shell](https://swcarpentry.github.io/shell-novice/)
 
-    - [Git for Version control (2 hours)](https://jpvantassel.github.io/git-course/#/)
+    - [Git for Version control](https://git-scm.com/book/en/v2)
 
-    - [Python basics](https://github.com/kks32-courses/ce311k)
+    - [Python basics](https://kks32-courses.github.io/ce311k/README.html)
 
     - [C++ Core Guidelines](https://isocpp.github.io/CppCoreGuidelines/CppCoreGuidelines) and [C++ Large-Scale programming](https://github.com/kks32/cpp-software-development)
 
+    - [PyTorch](https://pytorch.org/tutorials/beginner/basics/intro.html) and [JAX](https://pytorch.org/tutorials/beginner/basics/intro.html)
+
 * We use slack to communicate within the research group for software development.
 
 *  If you find a bug or an issue in one of our software, please open an issue request on [GitHub](https://github.com/geoelements)
diff --git a/resources.md b/resources.md
index 1da7132..2f5994c 100644
--- a/resources.md
+++ b/resources.md
@@ -44,7 +44,7 @@ The lab has a shared UT Box account that is used to store experiment data, so th
 
 Currently, the best option for sharing large datasets are the [UT Dataverse](https://dataverse.tdl.org/dataverse/utexas) or [DesignSafe CyberInfrastructure](https://designsafe-ci.org) for Natural Hazard Engineering datasets or for smaller datasets [Open Science Framework](https://osf.io). 
 
-## Video conferencing (Whereby/Zoom)
+## Video conferencing
 Our video conferencing facility is the [UT Zoom](https://utexas.zoom.us) account to have group calls. 
 
 ## Wiki