diff --git a/schedule.html b/schedule.html
index 5abebb9..29b72ce 100644
--- a/schedule.html
+++ b/schedule.html
@@ -210,7 +210,7 @@ <h5 class="anchored" data-anchor-id="day-2">Day 2</h5>
 Launch <code>Lab UMAP</code> on <a href="https://serve.scilifelab.se/projects/">Scilifelab Serve</a>, use <code>Jupyter</code> app.
 </li>
 <li>
-<a href="./session_ml/UMAP_DataIntegration/lab/UMAP_DataIntegration.html"> UMAP lab notebook</a>
+<a href="./session_ml/UMAP_DataIntegration/UMAP_DataIntegration.html"> UMAP lab notebook</a>
 </li>
 <li>
 Docker image: <code>docker pull rasoolsnbis/omicsint_h24:session_ml_umap_data_integration_amd_v.h24.6d635ce</code>
@@ -373,10 +373,7 @@ <h5 class="anchored" data-anchor-id="day-4">Day 4</h5>
 </summary>
 <ul>
 <li>
-<a href="./session_gems/GEMs_concept.pdf">Introduction – Constraint-based modeling concept</a>
-</li>
-<li>
-<a href="./session_gems/Constraint-based-modeling-ELIXIR-Omics-Integration-and-Systems-Biology.pdf">Tools</a>
+<a href="./session_gems/GEMs_concept.pdf">Introduction – Constraint-based modeling concepts</a>
 </li>
 </ul>
 </details>
diff --git a/schedule.md b/schedule.md
index 08a36c4..a7f870f 100644
--- a/schedule.md
+++ b/schedule.md
@@ -123,7 +123,7 @@ title:  'Schedule - Omics integration and systems biology - 2024'
     <li>Docker image: <code>docker pull rasoolsnbis/omicsint_h24:session_ml_single_cell_amd_v.h24.7054451</code></li>
 <br>
     <li>Launch <code>Lab UMAP</code> on <a href="https://serve.scilifelab.se/projects/">Scilifelab Serve</a>, use <code>Jupyter</code> app.</li>
-    <li><a href="./session_ml/UMAP_DataIntegration/lab/UMAP_DataIntegration.html"> UMAP lab notebook</a></li>
+    <li><a href="./session_ml/UMAP_DataIntegration/UMAP_DataIntegration.html"> UMAP lab notebook</a></li>
     <li>Docker image: <code>docker pull rasoolsnbis/omicsint_h24:session_ml_umap_data_integration_amd_v.h24.6d635ce</code></li>
   </ul>
 </details>