scikit-learn
diff --git a/‎doc/whats_new.rst
Lines changed: 25 additions & 24 deletions b/‎doc/whats_new.rst
Lines changed: 25 additions & 24 deletions
@@ -110,9 +110,10 @@ Bug fixes
      ``download_if_missing`` keyword.  This was fixed in :issue:`7944` by
      :user:`Ralf Gommers <rgommers>`.
 
-   - Fix a bug regarding fitting :class:`sklearn.cluster.KMeans` with a
-     sparse array X and initial centroids, where X's means were unnecessarily
-     being subtracted from the centroids. :issue:`7872` by `Josh Karnofsky <https://github.com/jkarno>`_.
+   - Fix a bug regarding fitting :class:`sklearn.cluster.KMeans` with a sparse
+     array X and initial centroids, where X's means were unnecessarily being
+     subtracted from the centroids. :issue:`7872` by `Josh Karnofsky
+     <https://github.com/jkarno>`_.
 
    - Fix estimators to accept a ``sample_weight`` parameter of type
      ``pandas.Series`` in their ``fit`` function. :issue:`7825` by
@@ -126,13 +127,16 @@ Bug fixes
      :class:`sklearn.ensemble.GradientBoostingRegressor` ignored the
      ``min_impurity_split`` parameter.
      :issue:`8006` by :user:`Sebastian Pölsterl <sebp>`.
-   - Fixes to the input validation in :class:`sklearn.covariance.EllipticEnvelope` by
-     `Andreas Müller`_.
 
-   - Fix shape output shape of :class:`sklearn.decomposition.DictionaryLearning` transform
-     for one-dimensional data by `Andreas Müller`_.
+   - Fixes to the input validation in
+     :class:`sklearn.covariance.EllipticEnvelope` by `Andreas Müller`_.
+
+   - Fix shape output shape of
+     :class:`sklearn.decomposition.DictionaryLearning` transform for
+     one-dimensional data by `Andreas Müller`_.
 
-   - Several fixes to input validation in :class:`multiclass.OutputCodeClassifier` by `Andreas Müller`_
+   - Several fixes to input validation in
+     :class:`multiclass.OutputCodeClassifier` by `Andreas Müller`_
 
 API changes summary
 -------------------
@@ -146,29 +150,26 @@ API changes summary
 
    - Gradient boosting base models are not longer estimators. By `Andreas Müller`_.
 
-   - `feature_extraction.text.TfidfTransformer` now supports numpy arrays as inputs, and produces numpy
-     arrays for list inputs and numpy array inputs. By `Andreas `Müller_.
+   - :class:`feature_extraction.text.TfidfTransformer` now supports numpy
+     arrays as inputs, and produces numpy arrays for list inputs and numpy
+     array inputs. By `Andreas `Müller_.
 
-   - `feature_selection.SelectFromModel` now validates the ``threshold``
+   - :class:`feature_selection.SelectFromModel` now validates the ``threshold``
      parameter and sets the ``threshold_`` attribute during the call to
-     ``fit``, and no longer during the call to ``transform```, by `Andreas Müller`_.
-
-   - `features_selection.SelectFromModel` now has a ``partial_fit`` method only if the underlying
-     estimator does. By `Andreas Müller`_.
+     ``fit``, and no longer during the call to ``transform```, by `Andreas
+     Müller`_.
 
-   - All checks in ``utils.estimator_checks``, in particular :func:`utils.estimator_checks.check_estimator` now
-     accept estimator instances. All checks apart from ``check_estimator`` do not accept estimator classes any more.
-     By `Andreas Müller`_.
+   - :class:`features_selection.SelectFromModel` now has a ``partial_fit``
+     method only if the underlying estimator does. By `Andreas Müller`_.
 
-   - The ``include_others`` and ``dont_test`` parameters of :func:`utils.testing.all_estimators` are deprecated
-     and are assumed ``True``, by  `Andreas Müller`_.
+   - :class:`dummy.DummyClassifier` and :class:`dummy.DummyRegressor` now do
+     input validation on ``X`` and check whether ``X`` and ``y`` are of the
+     same length, by `Andreas Müller`_.
 
+   - :class:`multiclass.OneVsRestClassifier` now has a ``partial_fit`` method
+     only if the underlying estimator does.  By `Andreas Müller`_. 
 
-   - :class:`dummy.DummyClassifier` and :class:`dummy.DummyRegressor` now do input validation on ``X`` and check
-     whether ``X`` and ``y`` are of the same length, by `Andreas Müller`_.
 
-   - :class:`multiclass.OneVsRestClassifier` now has a ``partial_fit`` method only if the underlying estimator does.
-     By `Andreas Müller`_. 
 .. _changes_0_18_1:
 
 Version 0.18.1