diff --git a/README.md b/README.md
index d476cbea53ee6d4eb7fe5b4350fa129389576de4..b0f391c524f74669e2d2bf42ec95a2ac32a02b30 100644
--- a/README.md
+++ b/README.md
@@ -84,6 +84,8 @@ Otherwise please join the `PADC` and `CPADC` projects.
 
 ## 4. Logging on to the supercomputers
 
+**Note:** From here on it is assumed that you already have an account on your required supercomputer.
+
 ### 4.1 JURECA
 
 Following are the steps required to login (more information 
@@ -92,15 +94,22 @@ Following are the steps required to login (more information
 1.  Use SSH to login:
     
     `ssh <username>@jureca.fz-juelich.de`
-2.  Upon successful login, activate your project environment (more information [here](http://www.fz-juelich.de/ias/jsc/EN/Expertise/Supercomputers/NewUsageModel/NewUsageModel_node.html)):
+2.  Upon successful login, activate your project environment:
 
-    `jutil env activate -p <project name> -A <accounting project name>`
+    `jutil env activate -p <name of compute project> -A <name of budget>`
+    
+    **Note:** To view a list of all project and budget names available to you, please use the following command: `jutil user projects -o columns`.
+    Under the column titled "project", all names that start with the prefix "c" are compute projects, and 
+    can be used in the `<name of compute project>` field for the command above. The `<name of budget>` field should then
+    contain the corresponding name under the "budgets" column. Please click [here](http://www.fz-juelich.de/ias/jsc/EN/Expertise/Supercomputers/NewUsageModel/NewUsageModel_node.html)
+    for more information.
 3.  Change to the project directory:
 
     `cd $PROJECT`
 
-You should be in your project directory at this point. If you'd like to clone this repository 
-elsewhere, please change to that directory.
+You should be in your project directory at this point. As the project directory is shared with other project 
+members, it is recommended to create a new directory with your username, and change to that directory. If 
+you'd like to clone this repository elsewhere, please change to the directory of your choice.
 
 ### 4.2 JURON
 
@@ -111,18 +120,22 @@ Following are the steps required to login.
     `ssh <username>@juron.fz-juelich.de`
 2.  Upon successful login, activate your project environment (more information 
 [here](http://www.fz-juelich.de/ias/jsc/EN/Expertise/Supercomputers/NewUsageModel/NewUsageModel_node.html)).
- Note that the accounting project name is not included. This is because the `CPCP0` and `CPADC` projects 
- do not support accounting.
  
-    `jutil env activate -p <project name>`    
+    `jutil env activate -p <name of compute project>`
+    
+    The `<name of compute project>` can be either `CPCP0` or `CPADC`, depending on whether you are a member
+    of `CPCP0` or `CPADC` (to view a list of all project names available to you, please use the following 
+    command: `jutil user projects -o columns`). Note that as opposed to the corresponding section on JURECA, 
+    the `<name of budget>` is not included. This is because the `CPCP0` and `CPADC` projects do not support 
+    accounting.
 3.  Change to the project directory:
 
     `cd $PROJECT`
 
 You should be in your project directory at this point. As the `CPCP0` and `CPADC` project directories 
-are shared amongst many users, it is a good idea to create a personal directory (named after your 
-username) withing the project directory. You can then use your personal directory for all your work, 
-including cloning this tutorial. 
+are shared amongst many users from different institutes and organizations, it is recommended to create 
+a personal directory (named after your username) withing the project directory. You can then use your 
+personal directory for all your work, including cloning this tutorial.
 
 ## 5. Cloning the repository
 
@@ -130,9 +143,6 @@ In order to store the datasets within the repository, we use Git LFS. This makes
 repository a little bit different. Please find below the instructions on how to clone on different 
 systems. To learn more about Git LFS, click [here](http://gitlab.pages.jsc.fz-juelich.de/lfs/).
 
-**Note:** During the cloning process you will most likely be prompted for your username and 
-password twice; this is as expected.
-
 ### 5.1 JURECA
 
 1.  Load the Git LFS module:
@@ -147,8 +157,8 @@ password twice; this is as expected.
 
 ### 5.2 JURON
 
-No additional setup is required on JURON. You can simply clone the repository along with the
-datasets using the following command:
+The process is simpler on JURON. You can simply clone the repository along with the datasets using 
+the following command:
 
     git lfs clone https://gitlab.version.fz-juelich.de/khalid1/ml_dl_on_supercomputers.git
 
@@ -160,10 +170,13 @@ the steps required for different supercomputers.
 
 ### 6.1 JURECA
 
-1.  Assuming you are in the repository root, change to the keras directory:
+1.  Change directory to the repository root:
+
+    `cd ml_dl_on_supercomputers`
+2.  Change to the keras sub-directory:
 
     `cd keras`
-2.  Submit the job to run the sample:
+3.  Submit the job to run the sample:
 
     `sbatch submit_job_jureca_python3.sh`
 
@@ -179,10 +192,13 @@ configuration.
 
 ### 6.2 JURON
 
-1.  Assuming you are in the repository root, change to the keras directory:
+1.  Change directory to the repository root:
+
+    `cd ml_dl_on_supercomputers`
+2.  Change to the keras sub-directory:
 
     `cd keras`
-2.  Submit the job to run the sample:
+3.  Submit the job to run the sample:
 
     `bsub < submit_job_juron_python3.sh`
 
@@ -230,4 +246,4 @@ directory-local `README.md` for further information.
 *  **Created by:** Fahad Khalid (SLNS/HPCNS, JSC)
 *  **Installation of modules on JURON:** Andreas Herten (HPCNS, JSC)
 *  **Installation of modules on JURECA:** Damian Alvarez (JSC), Rajalekshmi Deepu (SLNS/HPCNS, JSC)
-*  **Review/suggestions/testing:** Kai Krajsek (SLNS/HPCNS, JSC), Tabea Kirchner (SLNS/HPCNS, JSC)
+*  **Initial review/suggestions/testing:** Kai Krajsek (SLNS/HPCNS, JSC), Tabea Kirchner (SLNS/HPCNS, JSC)