* API Deprecate positional arguments in random_projection

* CLN Address comments

* API Keyword only for semi_supervised

* CLN Address comments

* API Keyword only for svm

* BUG Fix

* CLN Address comments

* API Deprecate positional arguments in preprocessing

* CLN Address comments

* CLN Uses classes as a keyword only argument

* BUG Fix

Co-Authored-By: Nicolas Hug <contact@nicolas-hug.com>

* wkonly

* pep8

…lass, multioutput (#16982)

* Remove sklearn logger default StreamHandler

To avoid duplicate log messages

* DOC Adds whats_new

* CLN Address comments

* MNT Remove setLevel

Co-authored-by: Thomas J Fan <thomasjpfan@gmail.com>

* ENH Adjusts html_repr based on configuration

* CLN Returns None instead

* CLN Uses property hack

* CLN Address comments

* Added value checks and random state parameter to method

* Changed default parameter to None instead of 0

* Added numpy RandomState to the check

* Replaced inline validation with check_random_state from utils and pointed at glossery

* Needed a different default parameter to pass the default way this has been working in the past

* Updated to conform with flake8 stds

* Add random_state to AffinityPropagation class.

* Add test.

* Add what's new entry and versionadded directive.

* Add PR number.

* Fix lint error due to this PR.

* Use np.array_equal in test.

* Update sklearn/cluster/_affinity_propagation.py

Co-Authored-By: Adrin Jalali <adrin.jalali@gmail.com>

* Homogenize parametre descriptions, default random_state to None.

* Update sklearn/cluster/_affinity_propagation.py

Co-Authored-By: Nicolas Hug <contact@nicolas-hug.com>

* Update sklearn/cluster/_affinity_propagation.py

Co-Authored-By: Nicolas Hug <contact@nicolas-hug.com>

* Update sklearn/cluster/_affinity_propagation.py

Co-Authored-By: Nicolas Hug <contact@nicolas-hug.com>

* Update doc/whats_new/v0.23.rst

Co-Authored-By: Nicolas Hug <contact@nicolas-hug.com>

* Change test name.

* Modify check in test.

* Fix lint errors.

* Address comment.

* Address comment.

* Add 'deprecation' and its correspondent test.

* Fix lint errors.

* Add random_state parameter to tests, to avoid FutureWarnings.

* Move warning in fit. Modify tests.

* Modify example.

* Tentative fix for failures.

* Document default value to 0. Revert docstring.

* Explicit link to Glossary.

* Fix default value.

* Remove some warnings from tests.

* Validate and test docstring.

* Tentative fix.

* Tentative fix.

* Ignore FutureWarning in fit attribute test.

* Set random_state to avoid FutureWarning in test_fit_docstring_attributes.

* [doc build] Force documentation build.

* Clarify warning message.

Co-authored-by: rwoolston.admin <rwoolston.admin@LXO-DS-DEV.afcucorp.local>
Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>

* init

* flake8 error by vscode autoformatting

* remove returns

* get_model > get_estimator

* cosmit Tom + autoformat on save error again

Co-Authored-By: Nicolas Hug <contact@nicolas-hug.com>

#16507)"

This reverts commit 77279d6.

* Fix documentation of default values in birch

* fix input and output description as suggested

* fix typo

Co-authored-by: Brigitte@home <unger@nue.tu-berlin.de>

Co-authored-by: Mateusz Górski <mateuszg122@gmail.com>
Co-authored-by: Nicolas Hug <contact@nicolas-hug.com>
Co-authored-by: Thomas J Fan <thomasjpfan@gmail.com>

…17134)