Use intersphinx registry to avoid out of date links.

doc/conf.py

@@ -14,6 +14,8 @@
 
 import numpydoc
 
+from intersphinx_registry import get_intersphinx_mapping
+
 # for example.py
 sys.path.insert(0, os.path.abspath("."))
 # project root
@@ -137,8 +139,13 @@
 # -- Intersphinx setup ----------------------------------------------------
 
 # Example configuration for intersphinx: refer to the Python standard library.
+<<<<<<< intersphinx_registry
+
+intersphinx_mapping = get_intersphinx_mapping(packages=["python", "numpy", "sklearn"])
+=======
 intersphinx_mapping = {
     "python": ("https://docs.python.org/3/", None),
     "numpy": ("https://numpy.org/doc/stable/", None),
     "sklearn": ("https://scikit-learn.org/stable/", None),
 }
+>>>>>>> main

pyproject.toml

@@ -53,6 +53,7 @@ doc = [
     'matplotlib>=3.5',
     'pydata-sphinx-theme>=0.13.3',
     'sphinx>=7',
+    'intersphinx_registry',
 ]
 test = [
     'pytest',

requirements/doc.txt

@@ -4,3 +4,4 @@ numpy>=1.22
 matplotlib>=3.5
 pydata-sphinx-theme>=0.13.3
 sphinx>=7
+intersphinx_registry