diff --git a/precourse.html b/precourse.html
index 429104b..0ba3ae0 100644
--- a/precourse.html
+++ b/precourse.html
@@ -108,11 +108,13 @@ <h5 class="anchored" data-anchor-id="pull-docker-images">Pull docker images</h5>
 <p>Select the approprtiate lab from <a href="https://hub.docker.com/repository/docker/rasoolsnbis/omicsint_h24/tags">dockerhub repo</a>, pull and run the images.</p>
 <pre><code>  ########### For example for GSA and UMAP labs ###########
   # cd to your desired directory
+  
   docker pull rasoolsnbis/omicsint_h24:session_gsa_amd_v.h24.a1ae0fc
-  docker pull rasoolsnbis/omicsint_h24:session_ml_umap_data_integration_amd_v.h24.b327560adfd4536832cbc2fe7451468ee55b6188
+
+  docker pull rasoolsnbis/omicsint_h24:session_ml_umap_data_integration_amd_v.h24.6d635ce
 
   # for Jupyter lab use the following command
-  docker run --rm --platform=linux/amd64 -d -p 8888:8888/tcp rasoolsnbis/omicsint_h24:session_ml_umap_data_integration_amd_v.h24.b327560adfd4536832cbc2fe7451468ee55b6188
+  docker run --rm --platform=linux/amd64 -d -p 8888:8888/tcp rasoolsnbis/omicsint_h24:session_ml_umap_data_integration_amd_v.h24.6d635ce
 
   # for Rstudio lab use the following command
   docker run --rm --platform=linux/amd64 -d -p 8787:8787/tcp rasoolsnbis/omicsint_h24:session_gsa_amd_v.h24.a1ae0fc</code></pre>
diff --git a/precourse.md b/precourse.md
index 76a2883..c4776ba 100644
--- a/precourse.md
+++ b/precourse.md
@@ -55,11 +55,13 @@ At this point you need to create the two containers for all Rstudio or Jupyter n
   ```
   ########### For example for GSA and UMAP labs ###########
   # cd to your desired directory
+  
   docker pull rasoolsnbis/omicsint_h24:session_gsa_amd_v.h24.a1ae0fc
-  docker pull rasoolsnbis/omicsint_h24:session_ml_umap_data_integration_amd_v.h24.b327560adfd4536832cbc2fe7451468ee55b6188
+
+  docker pull rasoolsnbis/omicsint_h24:session_ml_umap_data_integration_amd_v.h24.6d635ce
 
   # for Jupyter lab use the following command
-  docker run --rm --platform=linux/amd64 -d -p 8888:8888/tcp rasoolsnbis/omicsint_h24:session_ml_umap_data_integration_amd_v.h24.b327560adfd4536832cbc2fe7451468ee55b6188
+  docker run --rm --platform=linux/amd64 -d -p 8888:8888/tcp rasoolsnbis/omicsint_h24:session_ml_umap_data_integration_amd_v.h24.6d635ce
 
   # for Rstudio lab use the following command
   docker run --rm --platform=linux/amd64 -d -p 8787:8787/tcp rasoolsnbis/omicsint_h24:session_gsa_amd_v.h24.a1ae0fc