diff --git a/assets/material/09_QLSC612_clustering_2026.pdf b/assets/material/09_QLSC612_clustering_2026.pdf
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diff --git a/assets/material/09_machine-learning-2_MT_2025.pdf b/assets/material/09_machine-learning-2_MT_2025.pdf
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diff --git a/lectures-materials/2026/data_wrangling_with_pandas.md b/lectures-materials/2026/data_wrangling_with_pandas.md
index fd64310..677883d 100644
--- a/lectures-materials/2026/data_wrangling_with_pandas.md
+++ b/lectures-materials/2026/data_wrangling_with_pandas.md
@@ -49,7 +49,7 @@ to fearlessly tackle the next CSV file you encounter in the wild.
 
 ## Material
 
-<!--[Link to material](https://github.com/neurodatascience/QLS-course-materials/tree/main/Lectures/2026/06_pandas) -->
+[Link to material](https://github.com/neurodatascience/QLS-course-materials/tree/main/Lectures/2026/05_numpy_pandas)
 
 ## Resources
 
diff --git a/lectures-materials/2026/intro_ml_part_2.md b/lectures-materials/2026/intro_ml_part_2.md
index 57aa4b2..5792082 100644
--- a/lectures-materials/2026/intro_ml_part_2.md
+++ b/lectures-materials/2026/intro_ml_part_2.md
@@ -27,7 +27,7 @@ In this module, you will:
 
 ## Material
 
-<object data="{{ site.url }}/assets/material/09_machine-learning-2_MT_2025.pdf " width="1000" height="1000" type='application/pdf'>
+<object data="{{ site.url }}/assets/material/09_QLSC612_clustering_2026.pdf " width="1000" height="1000" type='application/pdf'>
 </object>
 
 [Link to Clustering exercises](https://github.com/neurodatascience/QLS-course-materials/tree/main/Lectures/2026/09_machine_learning2)
diff --git a/schedule.md b/schedule.md
index 1e185a4..0e6b8f3 100644
--- a/schedule.md
+++ b/schedule.md
@@ -8,8 +8,8 @@ description:
 
 | Date                   | Time        | Event                                                                                                                                                                  |
 | ---------------------- | ----------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
-| **Thursday May 21th**    | 09:00-10:30 | **Module 1** <br> [🔬 Introduction to scientific reproducibility 🔁]({{ site.url }}/lectures-materials/2026/intro_to_reproducibility.html) <br> JB                                      |
-|                        | 10:45-12:30 | 🚑 💻 Installation clinic 💻 🚑 <br> Alyssa                                                                                                                            |
+| **Thursday May 21th**  | 09:00-10:30 | **Module 1** <br>  🚑 💻 Installation clinic 💻 🚑 <br> Alyssa                    |
+|                        | 10:45-12:30 |[🔬 Introduction to scientific reproducibility 🔁]({{ site.url }}/lectures-materials/2026/intro_to_reproducibility.html) <br> JB.                                  |
 |                        | 13:30-15:00 | **Module 2** <br> [🐧 Introduction to the Terminal and Bash 🐧]({{ site.url }}/lectures-materials/2026/terminal_and_bash.html) <br> Alyssa                      |
 |                        | 15:15-17:00 | ✏️ Exercises <br>                                                                                                                                                         |
 |                        |             |                                                                                                                                                                        |