DOC Minor sphinx fixes in whats new (#14542)

amueller · jnothman · commit 7c60ead79360 · 2019-08-02T11:54:34.000+10:00
diff --git a/doc/whats_new/v0.13.rst b/doc/whats_new/v0.13.rst
@@ -129,7 +129,7 @@ Changelog
 
 - Partial dependence plots for :ref:`gradient_boosting` in
   :func:`ensemble.partial_dependence.partial_dependence` by `Peter
-  Prettenhofer`_. See :ref:`sphx_glr_auto_examples_ensemble_plot_partial_dependence.py` for an
+  Prettenhofer`_. See :ref:`sphx_glr_auto_examples_inspection_plot_partial_dependence.py` for an
   example.
 
 - The table of contents on the website has now been made expandable by
diff --git a/doc/whats_new/v0.20.rst b/doc/whats_new/v0.20.rst
@@ -23,7 +23,7 @@ The bundled version of joblib was upgraded from 0.13.0 to 0.13.2.
   could rarely result in an IndexError. :issue:`11756` by `Joel Nothman`_.
 
 :mod:`sklearn.compose`
-.....................
+.......................
 
 - |Fix| Fixed an issue in :class:`compose.ColumnTransformer` where using
   DataFrames whose column order differs between :func:``fit`` and
@@ -47,7 +47,7 @@ The bundled version of joblib was upgraded from 0.13.0 to 0.13.2.
   :issue:`13124` by :user:`Hanmin Qin <qinhanmin2014>`.
 
 :mod:`sklearn.neighbors`
-......................
+........................
 
 - |Fix| Fixed a bug in :class:`neighbors.KernelDensity` which could not be
   restored from a pickle if ``sample_weight`` had been used.
diff --git a/doc/whats_new/v0.22.rst b/doc/whats_new/v0.22.rst
@@ -203,7 +203,7 @@ Changelog
   :pr:`13231` by :user:`Dong-hee Na <corona10>`.
 
 :mod:`sklearn.model_selection`
-..................
+...............................
 
 - |Enhancement| :class:`model_selection.learning_curve` now accepts parameter
   ``return_times`` which can be used to retrieve computation times in order to
