scikit-learn · TomDLT · Mar 10, 2023 · Mar 10, 2023
diff --git a/doc/conf.py b/doc/conf.py
@@ -268,11 +268,14 @@
     "auto_examples/linear_model/plot_bayesian_ridge": (
         "auto_examples/linear_model/plot_ard"
     ),
-    "examples/model_selection/grid_search_text_feature_extraction.py": (
-        "examples/model_selection/plot_grid_search_text_feature_extraction.py"
+    "auto_examples/model_selection/grid_search_text_feature_extraction.py": (
+        "auto_examples/model_selection/plot_grid_search_text_feature_extraction.py"
     ),
-    "examples/miscellaneous/plot_changed_only_pprint_parameter": (
-        "examples/miscellaneous/plot_estimator_representation"
+    "auto_examples/miscellaneous/plot_changed_only_pprint_parameter": (
+        "auto_examples/miscellaneous/plot_estimator_representation"
+    ),
+    "auto_examples/decomposition/plot_beta_divergence": (
+        "auto_examples/applications/plot_topics_extraction_with_nmf_lda"
     ),
 }
 html_context["redirects"] = redirects

diff --git a/doc/images/beta_divergence.png b/doc/images/beta_divergence.png
diff --git a/doc/modules/decomposition.rst b/doc/modules/decomposition.rst
@@ -879,8 +879,7 @@ defined by :
 .. math::
     d_{\beta}(X, Y) = \sum_{i,j} \frac{1}{\beta(\beta - 1)}(X_{ij}^\beta + (\beta-1)Y_{ij}^\beta - \beta X_{ij} Y_{ij}^{\beta - 1})
 
-.. figure:: ../auto_examples/decomposition/images/sphx_glr_plot_beta_divergence_001.png
-    :target: ../auto_examples/decomposition/plot_beta_divergence.html
+.. image:: ../images/beta_divergence.png
     :align: center
     :scale: 75%
 
@@ -919,7 +918,6 @@ stored components::
 
     * :ref:`sphx_glr_auto_examples_decomposition_plot_faces_decomposition.py`
     * :ref:`sphx_glr_auto_examples_applications_plot_topics_extraction_with_nmf_lda.py`
-    * :ref:`sphx_glr_auto_examples_decomposition_plot_beta_divergence.py`
 
 .. _MiniBatchNMF:
 

diff --git a/examples/decomposition/plot_beta_divergence.py b/examples/decomposition/plot_beta_divergence.py