@@ -60,7 +60,7 @@ Enhancements
6060
6161 - Added ``classes_ `` attribute to :class: `model_selection.GridSearchCV `
6262 that matches the ``classes_ `` attribute of ``best_estimator_ ``. :issue: `7661 `
63- by :user: `Alyssa Batula <abatula>`_ and :user:`Dylan Werner-Meier <unautre> `.
63+ by :user: `Alyssa Batula <abatula> ` and :user: `Dylan Werner-Meier <unautre> `.
6464
6565 - The ``min_weight_fraction_leaf `` constraint in tree construction is now
6666 more efficient, taking a fast path to declare a node a leaf if its weight
@@ -123,7 +123,7 @@ Bug fixes
123123
124124 - Fixed a bug where :class: `sklearn.linear_model.LassoLars ` does not give
125125 the same result as the LassoLars implementation available
126- in R (lars library). :issue: `7849 ` by `Jair Montoya Martinez `_
126+ in R (lars library). :issue: `7849 ` by :user: `Jair Montoya Martinez <jmontoyam> `
127127 - Some ``fetch_ `` functions in `sklearn.datasets ` were ignoring the
128128 ``download_if_missing `` keyword. This was fixed in :issue: `7944 ` by
129129 :user: `Ralf Gommers <rgommers> `.
@@ -200,16 +200,19 @@ Changelog
200200---------
201201
202202Enhancements
203- .........
203+ ............
204+
204205 - Improved ``sample_without_replacement `` speed by utilizing
205206 numpy.random.permutation for most cases. As a result,
206207 samples may differ in this release for a fixed random state.
207208 Affected estimators:
208- - :class: `ensemble.BaggingClassifier `
209- - :class: `ensemble.BaggingRegressor `
210- - :class: `linear_model.RANSACRegressor `
211- - :class: `model_selection.RandomizedSearchCV `
212- - :class: `random_projection.SparseRandomProjection `
209+
210+ - :class: `ensemble.BaggingClassifier `
211+ - :class: `ensemble.BaggingRegressor `
212+ - :class: `linear_model.RANSACRegressor `
213+ - :class: `model_selection.RandomizedSearchCV `
214+ - :class: `random_projection.SparseRandomProjection `
215+
213216 This also affects the :meth: `datasets.make_classification `
214217 method.
215218
@@ -233,7 +236,7 @@ Bug fixes
233236
234237 - Fixes issue in :ref: `univariate_feature_selection ` where score
235238 functions were not accepting multi-label targets. :issue: `7676 `
236- by `Mohammed Affan `_
239+ by :user: `Mohammed Affan <affanv14> `
237240
238241 - Fixed setting parameters when calling ``fit `` multiple times on
239242 :class: `feature_selection.SelectFromModel `. :issue: `7756 ` by `Andreas Müller `_
@@ -301,11 +304,11 @@ Trees and forests
301304 - The ``min_weight_fraction_leaf `` parameter of tree-based classifiers and
302305 regressors now assumes uniform sample weights by default if the
303306 ``sample_weight `` argument is not passed to the ``fit `` function.
304- Previously, the parameter was silently ignored. :issue: `7301 ` by `Nelson
305- Liu `_ .
307+ Previously, the parameter was silently ignored. :issue: `7301 ` by :user: `Nelson
308+ Liu <nelson-liu> ` .
306309
307310 - Tree splitting criterion classes' cloning/pickling is now memory safe.
308- :issue: `7680 ` by `Ibraim Ganiev `_ .
311+ :issue: `7680 ` by :user: `Ibraim Ganiev <olologin> ` .
309312
310313
311314Linear, kernelized and related models
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