install scikit-learn to build docs (#2592) (#2593)

Fixes for sklearn 1.7 pre-release support (#2451) (#2527)
* Fixes for sklearn 1.7 pre-release support
* Fix ensemble probabilities interval
* Change scaling method to `clip`
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(cherry picked from commit 95c73bd)
Co-authored-by: Alexander Andreev <alexander.andreev@intel.com>
Co-authored-by: icfaust <icfaust@gmail.com>

ENH: Array API dispatching (#2096) (#2545)
* ENH: array api dispatching
added array-api-compat to test env
* Deselect some scikit-learn Array API tests
* deselect more tests
* deselect more tests
* disabled tests for
* fix the deselection comment
* disabled test for Ridge regression
* Disabled tests and added comment
* ENH: Array API dispatching
* Revert adding dpctl into Array PI conformance testing
added versioning for the get_nnamespace
* minor refactoring onedal _array_api
* add tests
* addressed memory usage tests
* Address some array api test fails
* linting
* addressed test_get_namespace
* adding test case for validate_data check with Array API inputs
* minor refactoring
* addressed test_patch_map_match fail
* Added docstrings for get_namespace
* docstrings for Array API tests
* updated minimal scikit-learn version for Array API dispatching
* updated minimal scikit-learn version for Array API dispatching in _device_offload.py _array_api.py
* fix test test_get_namespace_with_config_context
* refactor onedal/datatypes/_data_conversion.py
* correction for array api
* Update conftest.py
* introduce tags
* fix imports
* see if this works
* really lazy logic introduction
* introduce IntelEstimator
* missing change in knn
* recofigure logic
* strip out dpnp/dpctl special code, will come back to it later
* switchover
* Update __init__.py
* Update test_array_api.py
* merge main into PR
* try to fix changes:
* add test:
* attempt to get things running
* remove tsne failure
* try again
* add sklearn_check_version
* oops
* update
* another try
* try again
* Update test_common.py
* Update test_common.py
* Update test_common.py
* Update test_common.py
* Update test_common.py
* fixes
* attempt to re-introduce changes
* Update _device_offload.py
* switch get_tags
* merge main into branch
* remove leftover code
* Update base.py
* formatting
* correct bad sklearn recommendation
* remove irrelevant new tests
* fix mistake
* lint fix
* add fallback test
* make test fixes
* formatting
* rejigger the logic again
* Update test_config.py
* interim fix
* Update test_config.py
* attempt to get test_config test to skip
* fix test
* interim fixes
* fixes for IncrementalEmpiricalCovariance
* fixes for wrap_output_data
* solve issues related to older numpy
* Update test_run_to_run_stability.py
* Update __init__.py
* Update __init__.py
* Update test_run_to_run_stability.py
* Update base.py
* Update test_run_to_run_stability.py
* Update test_config.py
* Update test_patching.py
* Update test_patching.py
* Update test_patching.py
* Update k_means.py
* Update k_means.py
* Update k_means.py
* Update _array_api.py
* Update _array_api.py
* Update _device_offload.py
* Update _device_offload.py
* Update _device_offload.py
* Update _device_offload.py
* Update test_patching.py
* Update test_patching.py
* Update test_patching.py
* local verify doclinks
* fix doclink
* fixes
* remove print statement
* fix changes from scikit-learn/scikit-learn#29774
* Update sklearnex/_device_offload.py
* add type hints and fix docs for dispatch
* remove change from local testing
* be more explicit with a type
* python3.9 fix
* change language which was bothering me
* formatting
* This should fix it (I think)
* Apply suggestions from code review
* Update base.py
* Update __init__.py
* remove hack on config
* Apply suggestions from code review
* make suggested changes
* fix import in test_patching
* Update test_patching.py
* Update build-and-test-lnx.yml
* Update build-and-test-lnx.yml
* Update build-and-test-lnx.yml
* Apply suggestions from code review
* Apply suggestions from code review
* formatting and ABC change
* fix gpu test
* remove workaround
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(cherry picked from commit 43596ee)
Co-authored-by: Samir Nasibli <samir.nasibli@intel.com>
Co-authored-by: Faust, Ian <ian.faust@intel.com>
Co-authored-by: Ian Faust <icfaust@gmail.com>
Co-authored-by: david-cortes-intel <david.cortes@intel.com>
Co-authored-by: Andreas Huber <9201869+ahuber21@users.noreply.github.com>

MAINT: Remove separate daal4py docs (#2429)
* remove separate d4p docs
* remove/update more references
* update links

Update naming and dropping Intel specifics (backport #2355) (#2378)
* Update naming and dropping Intel specifics (#2355)
* Dropping Intel specific naming
* Fix conda related naming
* updating doc config with naming
* Renaming IntelEstomator to ExtensionEstimator
* Replacing oneDAL with sustitution reference
* Fixing linting on incremental_ridge
* remplacing substitute name
* removing reg
* update copyright/author
* adding onedal substitution
* fix spacing
(cherry picked from commit f89c9e2)
# Conflicts:
#	doc/sources/oneapi-gpu.rst
#	doc/sources/quick-start.rst
* Update oneapi-gpu.rst
* Update quick-start.rst
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Co-authored-by: Nikolay Petrov <nikolay.a.petrov@intel.com>

[testing] re-enable some GPU sklearn conformance tests (#2289)
* Update deselected_tests.yaml
* Update deselected_tests.yaml
* Update deselected_tests.yaml

use absolute tolerance as another criterion (#2255) (#2258)

DOC: Add info about incremental algorithms and BS (#2103) (#2112)
* DOC: Add info about incremental algorithms and BS (#2103)
- Add 'Non-Scikit algorithms' part to the docs
- Add info about IncrementalPCA
- Add sphinx.napoleon extension to generate docs from docstrings.
- Update docstrings for non-scikit algorithms
* Remove info about 2025.1 changes from BS and IncBS docstrings
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Co-authored-by: Samir Nasibli <samir.nasibli@intel.com>

FIX: incremental estimators tests (#1998) (#2021)
* FIX: incremental  estimators tests
(cherry picked from commit 4fd4568)
Co-authored-by: Samir Nasibli <samir.nasibli@intel.com>

Fix for Logistic Regression loss scaling (#1908) (#1943)
* Fix for LogReg loss scaling
* Correct deselected test name
(cherry picked from commit aaad387)
Co-authored-by: Alexander Andreev <alexander.andreev@intel.com>