diff --git a/docs.it4i/dgx2/job_execution.md b/docs.it4i/dgx2/job_execution.md
index ada3f9e15c7aad220e357ca2b0532c26fb7e5a84..eef5cbc8b49d0ba06723b4bc5495ebed2f31162b 100644
--- a/docs.it4i/dgx2/job_execution.md
+++ b/docs.it4i/dgx2/job_execution.md
@@ -180,7 +180,12 @@ PBS 13.1.1 for cluster Salomon
 ### Job Execution
 
 The DGX-2 machine runs only a bare-bone, minimal operating system. Users are expected to run
-**singularity** containers in order to enrich the environment accordint to the needs. 
+**singularity** containers in order to enrich the environment accordint to the needs.
+
+Containers (Docker images) optimized for DGX-2 may be downloaded from
+[NVidia Gpu Cloud][https://ngc.nvidia.com/]. Select the code of interest and
+copy the docker nvcr.io link from the Pull Command section. This link may be directly used
+to download the container via singularity, see example below:
 
 #### Example - Singularity Run Tensorflow