diff --git a/resources/videos/nichart_vtutorial_smri_1.webm b/resources/videos/nichart_vtutorial_smri_1.webm
new file mode 100644
index 00000000..9c5e42f5
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diff --git a/resources/videos/nichart_vtutorial_smri_2.webm b/resources/videos/nichart_vtutorial_smri_2.webm
new file mode 100644
index 00000000..01ebb504
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diff --git a/resources/videos/tutorial_smri_1.webm b/resources/videos/tutorial_smri_1.webm
deleted file mode 100644
index 79f58376..00000000
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diff --git a/src/viewer/pages/tutorial_dlmuse.py b/src/viewer/pages/tutorial_dlmuse.py
index 0817b4df..e3c31460 100644
--- a/src/viewer/pages/tutorial_dlmuse.py
+++ b/src/viewer/pages/tutorial_dlmuse.py
@@ -46,16 +46,34 @@ def show_video(f_video):
 st.markdown(
     """
     ### Show me an example 🤔
-    - Example datasets are provided for your convenience. Please watch the videos below for a step-by-step guide.
+    Please watch the videos below for a step-by-step guide. Example datasets are provided for your convenience.
+    
+    **Note:** These videos are currently under development and will be updated with newer versions as they become available.
+    """
+)
+
+st.markdown(
+    """
+    **Video tutorial 1:**
+    - DLMUSE segmentation on a small dataset provided as raw dicom files
+    - Data: /test_data/dicoms.zip 
     """
 )
 
-if st.button(':material/play_circle: DICOMs to Biomarkers (small n, complete pipeline)'):
-    f_video=os.path.join(st.session_state.paths['root'], 'resources', 'videos', 'tutorial_smri_1.webm')
+if st.button(':material/play_circle: DICOMs to Biomarkers'):
+    f_video=os.path.join(st.session_state.paths['root'], 'resources', 'videos', 'nichart_vtutorial_smri_1.webm')
     show_video(f_video)
 
-if st.button(':material/play_circle: ROIs to Biomarkers (larger n, pre-computed ROIs)'):
-    f_video=os.path.join(st.session_state.paths['root'], 'resources', 'videos', 'tutorial_smri_1.webm')
+st.markdown(
+    """
+    **Video tutorial 2:**
+    - Calculation of ML scores and visualization of data on a larger dataset using pre-computed DLMUSE values
+    - Data: /test_data/processed/IXI
+    """
+)
+
+if st.button(':material/play_circle: ROIs to Biomarkers'):
+    f_video=os.path.join(st.session_state.paths['root'], 'resources', 'videos', 'nichart_vtutorial_smri_2.webm')
     show_video(f_video)
 
 st.markdown(
diff --git a/test_data/dicoms.zip b/test_data/dicoms.zip
new file mode 100644
index 00000000..41b41971
Binary files /dev/null and b/test_data/dicoms.zip differ