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MNT Make name spelling uniform in changelogs (#31116)
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doc/whats_new/v1.0.rst

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- |Efficiency| Changed ``algorithm`` argument for :class:`cluster.KMeans` in
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:class:`preprocessing.KBinsDiscretizer` from ``auto`` to ``full``.
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:pr:`19934` by :user:`Gleb Levitskiy <GLevV>`.
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:pr:`19934` by :user:`Hleb Levitski <glevv>`.
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- |Efficiency| The implementation of `fit` for
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:class:`preprocessing.PolynomialFeatures` transformer is now faster. This is
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Felipe Rodrigues, Felix Hafner, Fenil Suchak, flyingdutchman23, Flynn, Fortune
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Uwha, Francois Berenger, Frankie Robertson, Frans Larsson, Frederick Robinson,
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frellwan, Gabriel S Vicente, Gael Varoquaux, genvalen, Geoffrey Thomas,
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geroldcsendes, Gleb Levitskiy, Glen, Glòria Macià Muñoz, gregorystrubel,
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geroldcsendes, Hleb Levitski, Glen, Glòria Macià Muñoz, gregorystrubel,
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groceryheist, Guillaume Lemaitre, guiweber, Haidar Almubarak, Hans Moritz
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Günther, Haoyin Xu, Harris Mirza, Harry Wei, Harutaka Kawamura, Hassan
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Alsawadi, Helder Geovane Gomes de Lima, Hugo DEFOIS, Igor Ilic, Ikko Ashimine,

doc/whats_new/v1.2.rst

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- |Enhancement| :class:`kernel_approximation.RBFSampler` now accepts
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`'scale'` option for parameter `gamma`.
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:pr:`24755` by :user:`Gleb Levitski <GLevV>`.
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:pr:`24755` by :user:`Hleb Levitski <glevv>`.
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:mod:`sklearn.linear_model`
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...........................
@@ -1023,7 +1023,7 @@ Papadopoulos Orfanos, Dimitris Litsidis, drewhogg, Duarte OC, Dwight Lindquist,
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Eden Brekke, Edern, Edoardo Abati, Eleanore Denies, EliaSchiavon, Emir,
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ErmolaevPA, Fabrizio Damicelli, fcharras, Felipe Siola, Flynn,
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francesco-tuveri, Franck Charras, ftorres16, Gael Varoquaux, Geevarghese
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George, genvalen, GeorgiaMayDay, Gianr Lazz, Gleb Levitski, Glòria Macià
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George, genvalen, GeorgiaMayDay, Gianr Lazz, Hleb Levitski, Glòria Macià
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Muñoz, Guillaume Lemaitre, Guillem García Subies, Guitared, gunesbayir,
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Haesun Park, Hansin Ahuja, Hao Chun Chang, Harsh Agrawal, harshit5674,
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hasan-yaman, henrymooresc, Henry Sorsky, Hristo Vrigazov, htsedebenham, humahn,

doc/whats_new/v1.3.rst

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@@ -212,7 +212,7 @@ random sampling procedures.
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and :class:`cluster.MiniBatchKMeans`.
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This change will break backward compatibility, since numbers generated
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from same random seeds will be different.
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:pr:`25752` by :user:`Gleb Levitski <glevv>`,
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:pr:`25752` by :user:`Hleb Levitski <glevv>`,
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:user:`Jérémie du Boisberranger <jeremiedbb>`,
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:user:`Guillaume Lemaitre <glemaitre>`.
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and :class:`cluster.MiniBatchKMeans`.
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This change will break backward compatibility, since numbers generated
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from same random seeds will be different.
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:pr:`25752` by :user:`Gleb Levitski <glevv>`,
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:pr:`25752` by :user:`Hleb Levitski <glevv>`,
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:user:`Jérémie du Boisberranger <jeremiedbb>`,
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:user:`Guillaume Lemaitre <glemaitre>`.
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- |API| The `sample_weight` parameter in `predict` for
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:meth:`cluster.KMeans.predict` and :meth:`cluster.MiniBatchKMeans.predict`
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is now deprecated and will be removed in v1.5.
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:pr:`25251` by :user:`Gleb Levitski <glevv>`.
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:pr:`25251` by :user:`Hleb Levitski <glevv>`.
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- |API| The `Xred` argument in :func:`cluster.FeatureAgglomeration.inverse_transform`
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is renamed to `Xt` and will be removed in v1.5. :pr:`26503` by `Adrin Jalali`_.
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`sample_weight` for each sample to be used while fitting. The option is only
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available when `strategy` is set to `quantile` and `kmeans`.
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:pr:`24935` by :user:`Seladus <seladus>`, :user:`Guillaume Lemaitre <glemaitre>`, and
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:user:`Dea María Léon <deamarialeon>`, :pr:`25257` by :user:`Gleb Levitski <glevv>`.
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:user:`Dea María Léon <deamarialeon>`, :pr:`25257` by :user:`Hleb Levitski <glevv>`.
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- |Enhancement| Subsampling through the `subsample` parameter can now be used in
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:class:`preprocessing.KBinsDiscretizer` regardless of the strategy used.
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- |API| `dual` parameter now accepts `auto` option for
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:class:`svm.LinearSVC` and :class:`svm.LinearSVR`.
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:pr:`26093` by :user:`Gleb Levitski <glevv>`.
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:pr:`26093` by :user:`Hleb Levitski <glevv>`.
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:mod:`sklearn.tree`
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@@ -977,7 +977,7 @@ crispinlogan, Da-Lan, DanGonite57, Dave Berenbaum, davidblnc, david-cortes,
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Dayne, Dea María Léon, Denis, Dimitri Papadopoulos Orfanos, Dimitris
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Litsidis, Dmitry Nesterov, Dominic Fox, Dominik Prodinger, Edern, Ekaterina
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Butyugina, Elabonga Atuo, Emir, farhan khan, Felipe Siola, futurewarning, Gael
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Varoquaux, genvalen, Gleb Levitski, Guillaume Lemaitre, gunesbayir, Haesun
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Varoquaux, genvalen, Hleb Levitski, Guillaume Lemaitre, gunesbayir, Haesun
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Park, hujiahong726, i-aki-y, Ian Thompson, Ido M, Ily, Irene, Jack McIvor,
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jakirkham, James Dean, JanFidor, Jarrod Millman, JB Mountford, Jérémie du
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Boisberranger, Jessicakk0711, Jiawei Zhang, Joey Ortiz, JohnathanPi, John

doc/whats_new/v1.4.rst

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Dmitry Nesterov, DUONG, Edoardo Abati, Eitan Hemed, Elabonga Atuo, Elisabeth
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Günther, Emma Carballal, Emmanuel Ferdman, epimorphic, Erwan Le Floch, Fabian
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Egli, Filip Karlo Došilović, Florian Idelberger, Franck Charras, Gael
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Varoquaux, Ganesh Tata, Gleb Levitski, Guillaume Lemaitre, Haoying Zhang,
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Varoquaux, Ganesh Tata, Hleb Levitski, Guillaume Lemaitre, Haoying Zhang,
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Harmanan Kohli, Ily, ioangatop, IsaacTrost, Isaac Virshup, Iwona Zdzieblo,
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Jakub Kaczmarzyk, James McDermott, Jarrod Millman, JB Mountford, Jérémie du
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Boisberranger, Jérôme Dockès, Jiawei Zhang, Joel Nothman, John Cant, John

doc/whats_new/v1.6.rst

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@@ -543,7 +543,7 @@ Python and CPython ecosystem, for example :user:`Nathan Goldbaum <ngoldbaum>`,
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- |Fix| :func:`metrics.roc_auc_score` will now correctly return np.nan and
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warn user if only one class is present in the labels.
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By :user:`Gleb Levitski <glevv>` and :user:`Janez Demšar <janezd>` :pr:`27412`, :pr:`30013`
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By :user:`Hleb Levitski <glevv>` and :user:`Janez Demšar <janezd>` :pr:`27412`, :pr:`30013`
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- |Fix| The functions :func:`metrics.mean_squared_log_error` and
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:func:`metrics.root_mean_squared_log_error` now check whether the inputs are within
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- |Enhancement| Added `warn` option to `handle_unknown` parameter in
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:class:`preprocessing.OneHotEncoder`.
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By :user:`Gleb Levitski <glevv>` :pr:`28637`
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By :user:`Hleb Levitski <glevv>` :pr:`28637`
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- |Enhancement| The HTML representation of :class:`preprocessing.FunctionTransformer`
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will show the function name in the label.
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Matthew Cherney, Dea María Léon, Deepak Saldanha, Deepyaman Datta,
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dependabot[bot], dinga92, Dmitry Kobak, Domenico, Drew Craeton, dymil, Edoardo
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Abati, EmilyXinyi, Eric Larson, Evelyn, fabianhenning, Farid "Freddie" Taba,
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Gael Varoquaux, Giorgio Angelotti, Gleb Levitski, Guillaume Lemaitre, Guntitat
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Gael Varoquaux, Giorgio Angelotti, Hleb Levitski, Guillaume Lemaitre, Guntitat
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Sawadwuthikul, Haesun Park, Hanjun Kim, Henrique Caroço, hhchen1105, Hugo
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Boulenger, Ilya Komarov, Inessa Pawson, Ivan Pan, Ivan Wiryadi, Jaimin Chauhan,
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Jakob Bull, James Lamb, Janez Demšar, Jérémie du Boisberranger, Jérôme

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