Updated documentation configuration and links. Adjusted the logo path in conf.py, corrected the GitHub repository link in index.rst, and removed unnecessary comments in torchsom.rst to streamline the documentation structure.

Author: LouisTier

docs/source/conf.py

@@ -61,6 +61,6 @@
     "github_version": "dev",
     "conf_py_path": "/docs/source/",
 }
-html_static_path = ["_static"]  # Folder for custom static files (CSS, JS)
-html_logo = "../../logo.jpg"  # Project logo shown in the header
+html_static_path = ["_static"]
+html_logo = "logo.jpg"
 # html_favicon = "../../favicon.ico" # Icon shown in the browser tab

docs/source/index.rst

@@ -11,7 +11,7 @@ TorchSOM documentation
 It is a PyTorch-based library for training and visualizing **Self-Organizing Maps (SOMs)**, a type of unsupervised learning algorithm used for clustering and dimensionality reduction. 
 ``PyTorch`` makes it easy to integrate this package with other deep learning workflows while benefiting from GPU acceleration.
 
-If you find this project interesting, we would be grateful for your support by starring ⭐ this `GitHub repository <https://github.com/LouisTier/TorchSOM>`_.
+If you find this project interesting, we would be grateful for your support by starring ⭐ this `GitHub repository <https://github.com/michelin/TorchSOM>`_.
 
 .. toctree::
    :maxdepth: 5

docs/source/torchsom.rst

@@ -1,9 +1,3 @@
-.. torchsom package
-.. ================
-
-.. Submodules
-.. ----------
-
 torchsom.core module
 --------------------