diff --git a/schedule.html b/schedule.html
index 213d505d..5abebb9c 100644
--- a/schedule.html
+++ b/schedule.html
@@ -161,7 +161,7 @@ <h5 class="anchored">Day 1</h5>
 <a href="./session_ml/UnsupervisedOMICsIntegration/Multi-OMICs Factor Analysis (MOFA) and Unsupervised Data Learning.html">Unsupervised Integration lab Notebook</a>
 </li>
 <li>
-Docker image: <code>ddocker pull rasoolsnbis/omicsint_h24:session_ml_unsupervised_omics_integration_amd_v.h24.6d635ce</code>
+Docker image: <code>docker pull rasoolsnbis/omicsint_h24:session_ml_unsupervised_omics_integration_amd_v.h24.6d635ce</code>
 </li>
 </ul>
 </details>
@@ -183,7 +183,7 @@ <h5 class="anchored" data-anchor-id="day-2">Day 2</h5>
 </summary>
 <ul>
 <li>
-<a href="./session_ml/SingleCell/lab/scRNAseq_2024_Integration_Oskolkov.pdf">Slides</a>
+<a href="./session_ml/SingleCell/lab/Single_Cell_Integration_Oskolkov.pdf">Slides</a>
 </li>
 </ul>
 </details>
@@ -254,7 +254,7 @@ <h5 class="anchored" data-anchor-id="day-2">Day 2</h5>
 </summary>
 <ul>
 <li>
-<a href="./session_ml/DeepLearningDataIntegration/lab/DeepLearningOmicsIntegration_Oskolkov_2023.pdf">Slides</a>
+<a href="./session_ml/DeepLearningDataIntegration/lab/DeepLearningOmicsIntegration_Oskolkov.pdf">Slides</a>
 </li>
 </ul>
 </details>
diff --git a/schedule.md b/schedule.md
index c28ace00..08a36c48 100644
--- a/schedule.md
+++ b/schedule.md
@@ -104,7 +104,7 @@ title:  'Schedule - Omics integration and systems biology - 2024'
 <details>
   <summary>Resources</summary>
   <ul>
-    <li><a href="./session_ml/SingleCell/lab/scRNAseq_2024_Integration_Oskolkov.pdf">Slides</a></li>
+    <li><a href="./session_ml/SingleCell/lab/Single_Cell_Integration_Oskolkov.pdf">Slides</a></li>
   </ul>
 </details>
 
@@ -152,7 +152,7 @@ title:  'Schedule - Omics integration and systems biology - 2024'
 <details>
   <summary>Resources</summary>
   <ul>
-    <li><a href="./session_ml/DeepLearningDataIntegration/lab/DeepLearningOmicsIntegration_Oskolkov_2023.pdf">Slides</a></li>
+    <li><a href="./session_ml/DeepLearningDataIntegration/lab/DeepLearningOmicsIntegration_Oskolkov.pdf">Slides</a></li>
   </ul>
 </details>
 
@@ -241,8 +241,7 @@ title:  'Schedule - Omics integration and systems biology - 2024'
 <details>
   <summary>Resources</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></li>
+    <li><a href="./session_gems/GEMs_concept.pdf">Introduction – Constraint-based modeling concepts</a></li>
   </ul>
 </details>
 
diff --git a/session_ml/DeepLearningDataIntegration/lab/DeepLearningOmicsIntegration_Oskolkov_2023.ppt b/session_ml/DeepLearningDataIntegration/lab/DeepLearningOmicsIntegration_Oskolkov.pdf
similarity index 56%
rename from session_ml/DeepLearningDataIntegration/lab/DeepLearningOmicsIntegration_Oskolkov_2023.ppt
rename to session_ml/DeepLearningDataIntegration/lab/DeepLearningOmicsIntegration_Oskolkov.pdf
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diff --git a/session_ml/DeepLearningDataIntegration/lab/DeepLearningOmicsIntegration_Oskolkov_2023.pdf b/session_ml/DeepLearningDataIntegration/lab/DeepLearningOmicsIntegration_Oskolkov_2023.pdf
deleted file mode 100644
index e84535c1..00000000
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diff --git a/session_ml/SingleCell/lab/scRNAseq_2024_Integration_Oskolkov.pdf b/session_ml/SingleCell/lab/Single_Cell_Integration_Oskolkov.pdf
similarity index 98%
rename from session_ml/SingleCell/lab/scRNAseq_2024_Integration_Oskolkov.pdf
rename to session_ml/SingleCell/lab/Single_Cell_Integration_Oskolkov.pdf
index e187dbaa..5d3a9b70 100644
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