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@@ -13,15 +13,15 @@ Preprint BioRXiv [![DOI:10.1101/2024.10.25.620201](images/badge_preprint_mupix.s
 
 
 
-|```Demo Notebooks on Google Colab```   |   |   |
+#### ```Demo Notebooks on Google Colab```
+|   |   |   |
 |---|---|---|
 | **Use case #1** | Use a pre-trained µPIX model to denoise an image dataset (```metrology``` dataset) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1EbV04iv141q7ebVUOErJupYboaCV40OD?usp=drive_link)
 | **Use case #2** | Train a µPIX model from scratch using a custom dataset (```metrology``` dataset) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1GaD6rjWGJsBr2dFy-WPLC3YjCZO4LJGl?usp=drive_link)
 
 
-
-
-|```Reproducibility ```   |  |
+#### ```Reproducibility ```
+|   |  |
 |---|---|
 |**Ready-to-use Notebook supporting Tables and Figures presented in the paper** |[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1x1NtdC0b-vgsjWv0oUbeRzDLmDwv6NiV?usp=drive_link)|