* DOC fixed default values in dbscan (#15753)
* DOC fix incorrect branch reference in contributing doc (#15779)
* DOC relabel Feature -> Efficiency in change log (#15770)
* DOC fixed Birch default value (#15780)
* STY Minior change on code padding in website theme (#15768)
* DOC Fix yticklabels order in permutation importances example (#15799)
* Fix yticklabels order in permutation importances example
* STY Update wrapper width (#15793)
* DOC Long sentence was hard to parse and ambiguous in _classification.py (#15769)
* DOC Removed duplicate 'classes_' attribute in Naive Bayes classifiers (#15811)
* BUG Fixes pandas dataframe bug with boolean dtypes (#15797)
* BUG Returns only public estimators in all_estimators (#15380)
* DOC improve doc for multiclass and types_of_target (#15333)
* TST Increases tol for check_pca_float_dtype_preservation assertion (#15775)
* update _alpha_grid class in _coordinate_descent.py (#15835)
* FIX Explicit conversion of ndarray to object dtype. (#15832)
* BLD Parallelize sphinx builds on circle ci (#15745)
* DOC correct url for preprocessing (#15853)
* MNT avoid generating too many cross links in examples (#15844)
* DOC Correct wrong doc in precision_recall_fscore_support (#15833)
* DOC add comment in check_pca_float_dtype_preservation (#15819)
Documenting the changes in https://github.com/scikit-learn/scikit-learn/pull/15775
* DOC correct indents in docstring _split.py (#15843)
* DOC fix docstring of KMeans based on sklearn guideline (#15754)
* DOC fix docstring of AgglomerativeClustering based on sklearn guideline (#15764)
* DOC fix docstring of AffinityPropagation based on sklearn guideline (#15777)
* DOC fixed SpectralCoclustering and SpectralBiclustering docstrings following sklearn guideline (#15778)
* DOC fix FeatureAgglomeration and MiniBatchKMeans docstring following sklearn guideline (#15809)
* TST Specify random_state in test_cv_iterable_wrapper (#15829)
* DOC Include LinearSV{C, R} in models that support sample_weights (#15871)
* DOC correct some indents (#15875)
* DOC Fix documentation of default values in tree classes (#15870)
* DOC fix typo in docstring (#15887)
* DOC FIX default value for xticks_rotation in plot_confusion_matrix (#15890)
* Fix imports in pip3 ubuntu by suffixing affected files (#15891)
* MNT Raise erorr when normalize is invalid in confusion_matrix (#15888)
* [MRG] DOC Increases search results for API object results (#15574)
* MNT Ignores warning in pyamg for deprecated scipy.random (#15914)
* DOC Instructions to troubleshoot Windows path length limit (#15916)
* DOC add versionadded directive to some estimators (#15849)
* DOC clarify doc-string of roc_auc_score and add references (#15293)
* MNT Adds skip lint to azure pipeline CI (#15904)
* BLD Fixes bug when building with NO_MATHJAX=1 (#15892)
* [MRG] BUG Checks to number of axes in passed in ax more generically (#15760)
* EXA Minor fixes in plot_sparse_logistic_regression_20newsgroups.py (#15925)
* BUG Do not shadow public functions with deprecated modules (#15846)
* Import sklearn._distributor_init first (#15929)
* DOC Fix typos, via a Levenshtein-style corrector (#15923)
* DOC in canned comment, mention that PR title becomes commit me… (#15935)
* DOC/EXA Correct spelling of "Classification" (#15938)
* BUG fix pip3 ubuntu update by suffixing file (#15928)
* [MRG] Ways to compute center_shift_total were different in "full" and "elkan" algorithms. (#15930)
* TST Fixes integer test for train and test indices (#15941)
* BUG ensure that parallel/sequential give the same permutation importances (#15933)
* Formatting fixes in changelog (#15944)
* MRG FIX: order of values of self.quantiles_ in QuantileTransformer (#15751)
* [MRG] BUG Fixes constrast in plot_confusion_matrix (#15936)
* BUG use zero_division argument in classification_report (#15879)
* DOC change logreg solver in plot_logistic_path (#15927)
* DOC fix whats new ordering (#15961)
* COSMIT use np.iinfo to define the max int32 (#15960)
* DOC Apply numpydoc validation to VotingRegressor methods (#15969)
Co-authored-by: Tiffany R. Williams <Tiffany8@users.noreply.github.com>
* DOC improve naive_bayes.py documentation (#15943)
Co-authored-by: Jigna Panchal <40188288+jigna-panchal@users.noreply.github.com>
* DOC Fix default values in Perceptron documentation (#15965)
* DOC Improve default values in logistic documentation (#15966)
Co-authored-by: Guillaume Lemaitre <g.lemaitre58@gmail.com>
* DOC Improve documentation of default values for imputers (#15964)
* EXA/MAINT Simplify code in manifold learning example (#15949)
* DOC Improve default values in SGD documentation (#15967)
* DOC Improve defaults in neural network documentation (#15968)
* FIX use safe_sparse_dot for callable kernel in LabelSpreading (#15868)
* BUG Adds attributes back to check_is_fitted (#15947)
Co-authored-by: Olivier Grisel <olivier.grisel@ensta.org>
* DOC update check_is_fitted what's new
* DOC change python-devel to python3-devel for yum. (#15986)
* DOC Correct the default value of values_format in plot_confusion_matrix (#15981)
* [MRG] MNT Updates pypy to use 7.2.0 (#15954)
* FIX Add missing 'values_format' param to disp.plot() in plot_confusion_matrix (#15937)
* FIX support scalar values in fit_params in SearchCV (#15863)
* support a scalar fit param
* pep8
* TST add test for desired behavior
* FIX introduce _check_fit_params to validate parameters
* DOC update whats new
* TST tests both grid-search and randomize-search
* PEP8
* DOC revert unecessary change
* TST add test for _check_fit_params
* olivier comments
* TST fixes
* DOC whats new
* DOC whats new
* TST revert type of error
* add olivier suggestions
* address olivier comments
* address thomas comments
* PEP8
* comments olivier
* TST fix test by passing X
* avoid to call twice tocsr
* add case column/row sparse in check_fit_param
* provide optional indices
* TST check content when indexing params
* PEP8
* TST update tests to check identity
* stupid fix
* use a distribution in RandomizedSearchCV
* MNT add lightgbm to one of the CI build
* move to another build
* do not install dependencies lightgbm
* MNT comments on the CI setup
* address some comments
* Test fit_params compat without dependency on lightgbm
Co-authored-by: Guillaume Lemaitre <g.lemaitre58@gmail.com>
Co-authored-by: Olivier Grisel <olivier.grisel@ensta.org>
* Remove abstractmethod that silently brake downstream packages (#15996)
* FIX restore BaseNB._check_X without abstractmethod decoration (#15997)
* Update v0.22 changelog for 0.22.1 (#16002)
- set the date
- move entry for quantile transformer to the 0.22.1 section
- fix alphabetical ordering of modules
* STY Removes hidden scroll bar (#15999)
* Flake8 fixes
* Fix: remove left-over lines that should have been deleted during conflict resolution when rebasing
* Fix missing imports
* Update version
* Fix test_check_is_fitted
* Make test_sag_regressor_computed_correctly deterministic (#16003)
Fix #15818.
Co-authored-by: cgsavard <claire.savard@colorado.edu>
Co-authored-by: Joel Nothman <joel.nothman@gmail.com>
Co-authored-by: Thomas J Fan <thomasjpfan@gmail.com>
Co-authored-by: Matt Hall <matt@agilegeoscience.com>
Co-authored-by: Kathryn Poole <kathryn.poole2@gmail.com>
Co-authored-by: lucyleeow <jliu176@gmail.com>
Co-authored-by: JJmistry <jayminm22@gmail.com>
Co-authored-by: Juan Carlos Alfaro Jiménez <JuanCarlos.Alfaro@uclm.es>
Co-authored-by: SylvainLan <sylvain.s.lannuzel@gmail.com>
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>
Co-authored-by: Hanmin Qin <qinhanmin2005@sina.com>
Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>
Co-authored-by: Vachan D A <vachanda@users.noreply.github.com>
Co-authored-by: Sambhav Kothari <sambhavs.email@gmail.com>
Co-authored-by: wenliwyan <12013376+wenliwyan@users.noreply.github.com>
Co-authored-by: shivamgargsya <shivam.gargshya@gmail.com>
Co-authored-by: Reshama Shaikh <rs2715@stern.nyu.edu>
Co-authored-by: Oliver Urs Lenz <oulenz@users.noreply.github.com>
Co-authored-by: Loïc Estève <loic.esteve@ymail.com>
Co-authored-by: Brian Wignall <BrianWignall@gmail.com>
Co-authored-by: Ritchie Ng <ritchieng@u.nus.edu>
Co-authored-by: Guillaume Lemaitre <g.lemaitre58@gmail.com>
Co-authored-by: inderjeet <43402782+inder128@users.noreply.github.com>
Co-authored-by: scibol <scibol@users.noreply.github.com>
Co-authored-by: Tirth Patel <tirthasheshpatel@gmail.com>
Co-authored-by: Bibhash Chandra Mitra <bibhashm220896@gmail.com>
Co-authored-by: Alexandre Gramfort <alexandre.gramfort@m4x.org>
Co-authored-by: Tiffany R. Williams <Tiffany8@users.noreply.github.com>
Co-authored-by: Jigna Panchal <40188288+jigna-panchal@users.noreply.github.com>
Co-authored-by: @nkish <19225359+ankishb@users.noreply.github.com>
Co-authored-by: Pulkit Mehta <pulkit_mehta_work@yahoo.com>
Co-authored-by: David Breuer <DavidBreuer@users.noreply.github.com>
Co-authored-by: Niklas <niklas.sm+github@gmail.com>
Co-authored-by: Windber <guolipengyeah@126.com>
Co-authored-by: Stephen Blystone <29995339+blynotes@users.noreply.github.com>
Co-authored-by: Brigitta Sipőcz <b.sipocz@gmail.com>
