Branch: refs/heads/1.7.X
  Home:   https://github.com/scikit-learn/scikit-learn
  Commit: 03baf0f459a82dd5d9cd71abb09c58c9ef3bf412
      
https://github.com/scikit-learn/scikit-learn/commit/03baf0f459a82dd5d9cd71abb09c58c9ef3bf412
  Author: Loïc Estève <loic.est...@ymail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M maint_tools/vendor_array_api_compat.sh
    M sklearn/externals/array_api_compat/__init__.py
    M sklearn/externals/array_api_compat/_internal.py
    M sklearn/externals/array_api_compat/common/__init__.py
    M sklearn/externals/array_api_compat/common/_aliases.py
    M sklearn/externals/array_api_compat/common/_fft.py
    M sklearn/externals/array_api_compat/common/_helpers.py
    M sklearn/externals/array_api_compat/common/_linalg.py
    M sklearn/externals/array_api_compat/common/_typing.py
    M sklearn/externals/array_api_compat/cupy/__init__.py
    M sklearn/externals/array_api_compat/cupy/_aliases.py
    M sklearn/externals/array_api_compat/cupy/_info.py
    M sklearn/externals/array_api_compat/cupy/_typing.py
    M sklearn/externals/array_api_compat/dask/array/__init__.py
    M sklearn/externals/array_api_compat/dask/array/_aliases.py
    M sklearn/externals/array_api_compat/dask/array/_info.py
    M sklearn/externals/array_api_compat/dask/array/fft.py
    M sklearn/externals/array_api_compat/dask/array/linalg.py
    M sklearn/externals/array_api_compat/numpy/__init__.py
    M sklearn/externals/array_api_compat/numpy/_aliases.py
    M sklearn/externals/array_api_compat/numpy/_info.py
    M sklearn/externals/array_api_compat/numpy/_typing.py
    M sklearn/externals/array_api_compat/numpy/fft.py
    M sklearn/externals/array_api_compat/numpy/linalg.py
    A sklearn/externals/array_api_compat/py.typed
    M sklearn/externals/array_api_compat/torch/__init__.py
    M sklearn/externals/array_api_compat/torch/_aliases.py
    M sklearn/externals/array_api_compat/torch/_info.py
    A sklearn/externals/array_api_compat/torch/_typing.py
    M sklearn/externals/array_api_compat/torch/fft.py
    M sklearn/externals/array_api_compat/torch/linalg.py

  Log Message:
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  MNT Update array-api-compat to 1.12 (#31388)


  Commit: 40220143999acf9279838526e950676b7f876007
      
https://github.com/scikit-learn/scikit-learn/commit/40220143999acf9279838526e950676b7f876007
  Author: Christine P. Chai <star13...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M examples/frozen/plot_frozen_examples.py

  Log Message:
  -----------
  DOC: Correct a typo: this examples -> this example (#31458)


  Commit: 27835fa716ea0e285636262dabf6e96d6c0d4c91
      
https://github.com/scikit-learn/scikit-learn/commit/27835fa716ea0e285636262dabf6e96d6c0d4c91
  Author: Lucy Liu <jliu...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M examples/model_selection/plot_roc_crossval.py

  Log Message:
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  DOC Use `from_cv_results` in `plot_roc_crossval.py` (#31455)


  Commit: 67749c37f7667aaba960e734d4b4f0cbdae25eb2
      
https://github.com/scikit-learn/scikit-learn/commit/67749c37f7667aaba960e734d4b4f0cbdae25eb2
  Author: scikit-learn-bot <tjpf...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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build_tools/azure/pymin_conda_forge_openblas_min_dependencies_linux-64_conda.lock
    M 
build_tools/azure/pymin_conda_forge_openblas_ubuntu_2204_linux-64_conda.lock
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    M build_tools/github/pymin_conda_forge_arm_linux-aarch64_conda.lock
    M sklearn/model_selection/_search.py

  Log Message:
  -----------
  :lock: :robot: CI Update lock files for main CI build(s) :lock: :robot: 
(#31466)

Co-authored-by: Lock file bot <nore...@github.com>
Co-authored-by: Loïc Estève <loic.est...@ymail.com>


  Commit: 1b1df698af78ff23140c4a64aacc3d1d42af6160
      
https://github.com/scikit-learn/scikit-learn/commit/1b1df698af78ff23140c4a64aacc3d1d42af6160
  Author: Miro Hrončok <m...@hroncok.cz>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M sklearn/utils/tests/test_validation.py

  Log Message:
  -----------
  MNT Use tmp_path fixture for test_check_memory (#31453)


  Commit: b7051392c4ac629a524bff8acdd1999bf2295179
      
https://github.com/scikit-learn/scikit-learn/commit/b7051392c4ac629a524bff8acdd1999bf2295179
  Author: scikit-learn-bot <tjpf...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M build_tools/github/pylatest_conda_forge_cuda_array-api_linux-64_conda.lock

  Log Message:
  -----------
  :lock: :robot: CI Update lock files for array-api CI build(s) :lock: :robot: 
(#31465)

Co-authored-by: Lock file bot <nore...@github.com>


  Commit: 9e3a206f479789a92f434712c94111b1377c53f0
      
https://github.com/scikit-learn/scikit-learn/commit/9e3a206f479789a92f434712c94111b1377c53f0
  Author: scikit-learn-bot <tjpf...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M build_tools/azure/pylatest_pip_scipy_dev_linux-64_conda.lock

  Log Message:
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  :lock: :robot: CI Update lock files for scipy-dev CI build(s) :lock: :robot: 
(#31463)

Co-authored-by: Lock file bot <nore...@github.com>


  Commit: 5301945f839fd3bae17e2288c863405253e4d6b6
      
https://github.com/scikit-learn/scikit-learn/commit/5301945f839fd3bae17e2288c863405253e4d6b6
  Author: scikit-learn-bot <tjpf...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M build_tools/azure/pylatest_free_threaded_linux-64_conda.lock

  Log Message:
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  :lock: :robot: CI Update lock files for free-threaded CI build(s) :lock: 
:robot: (#31464)

Co-authored-by: Lock file bot <nore...@github.com>


  Commit: d714d4789c9463fa8544a327ea7be3b7babe8ad9
      
https://github.com/scikit-learn/scikit-learn/commit/d714d4789c9463fa8544a327ea7be3b7babe8ad9
  Author: Shivam <112275066+shivamchhun...@users.noreply.github.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M doc/modules/ensemble.rst

  Log Message:
  -----------
  DOC Add link to plot_monotonic_constraints.py in ensemble examples (#31471)

Co-authored-by: Stefanie Senger 
<91849487+stefaniesen...@users.noreply.github.com>


  Commit: 22b23f49336bcdf9533ddfc6246a57d820c0aff6
      
https://github.com/scikit-learn/scikit-learn/commit/22b23f49336bcdf9533ddfc6246a57d820c0aff6
  Author: TJ Norred <tjnor...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M doc/modules/sgd.rst

  Log Message:
  -----------
  DOC Add link for prediction latency plot example in SGD Regression#30621 
(#31477)


  Commit: d4087a37b5cc2dbfc6d49318f8a60abfeeaae635
      
https://github.com/scikit-learn/scikit-learn/commit/d4087a37b5cc2dbfc6d49318f8a60abfeeaae635
  Author: scikit-learn-bot <tjpf...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M build_tools/azure/pylatest_pip_scipy_dev_linux-64_conda.lock

  Log Message:
  -----------
  :lock: :robot: CI Update lock files for scipy-dev CI build(s) :lock: :robot: 
(#31505)

Co-authored-by: Lock file bot <nore...@github.com>


  Commit: 113b23143a86a4d05db7e7143da4343d92b69e0d
      
https://github.com/scikit-learn/scikit-learn/commit/113b23143a86a4d05db7e7143da4343d92b69e0d
  Author: scikit-learn-bot <tjpf...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M build_tools/azure/pylatest_free_threaded_linux-64_conda.lock

  Log Message:
  -----------
  :lock: :robot: CI Update lock files for free-threaded CI build(s) :lock: 
:robot: (#31506)

Co-authored-by: Lock file bot <nore...@github.com>


  Commit: 223c425ff5151903817525b0c4549715216d76a0
      
https://github.com/scikit-learn/scikit-learn/commit/223c425ff5151903817525b0c4549715216d76a0
  Author: scikit-learn-bot <tjpf...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M build_tools/github/pylatest_conda_forge_cuda_array-api_linux-64_conda.lock

  Log Message:
  -----------
  :lock: :robot: CI Update lock files for array-api CI build(s) :lock: :robot: 
(#31507)

Co-authored-by: Lock file bot <nore...@github.com>


  Commit: 9742b1c4bc040c6bd41b9fd6f880f91254952a65
      
https://github.com/scikit-learn/scikit-learn/commit/9742b1c4bc040c6bd41b9fd6f880f91254952a65
  Author: scikit-learn-bot <tjpf...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

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    M build_tools/azure/pylatest_pip_openblas_pandas_linux-64_conda.lock
    M build_tools/azure/pymin_conda_forge_mkl_win-64_conda.lock
    M 
build_tools/azure/pymin_conda_forge_openblas_min_dependencies_linux-64_conda.lock
    M 
build_tools/azure/pymin_conda_forge_openblas_ubuntu_2204_linux-64_conda.lock
    M build_tools/azure/ubuntu_atlas_lock.txt
    M build_tools/circle/doc_linux-64_conda.lock
    M build_tools/circle/doc_min_dependencies_linux-64_conda.lock
    M build_tools/github/pymin_conda_forge_arm_linux-aarch64_conda.lock

  Log Message:
  -----------
  :lock: :robot: CI Update lock files for main CI build(s) :lock: :robot: 
(#31508)

Co-authored-by: Lock file bot <nore...@github.com>


  Commit: 0475caeaa90874a76afe13eace8c96d71320105c
      
https://github.com/scikit-learn/scikit-learn/commit/0475caeaa90874a76afe13eace8c96d71320105c
  Author: Shaurya Bisht <87357655+shauryadu...@users.noreply.github.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M doc/about.rst

  Log Message:
  -----------
  DOC Add additional donation options to About page (#31379)


  Commit: ba9fa2bf36b94eb4f6afa98b3c211461aff90a75
      
https://github.com/scikit-learn/scikit-learn/commit/ba9fa2bf36b94eb4f6afa98b3c211461aff90a75
  Author: SIKAI ZHANG <34108862+matthewszh...@users.noreply.github.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M .github/workflows/wheels.yml

  Log Message:
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  MNT Add free-threaded wheel for Linux arm (#31513)


  Commit: 5ca79f22bd0c8acd44339069233334d56820b343
      
https://github.com/scikit-learn/scikit-learn/commit/5ca79f22bd0c8acd44339069233334d56820b343
  Author: Somdutta Banerjee <banerjee.somdu...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M doc/modules/linear_model.rst
    M sklearn/linear_model/_bayes.py
    M sklearn/linear_model/_coordinate_descent.py

  Log Message:
  -----------
  DOC Added example comparing L1-based models to ARD user guide (#31425)


  Commit: ba9e063bf31d0ae44c6d146ea266c773c6d89056
      
https://github.com/scikit-learn/scikit-learn/commit/ba9e063bf31d0ae44c6d146ea266c773c6d89056
  Author: KALLA GANASEKHAR <ganasekharka...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M sklearn/ensemble/_forest.py

  Log Message:
  -----------
  DOC: Add link to plot_ensemble_oob example  (#31457)


  Commit: 7fef2fde2316245b7cb4cfd3fbc97fd42b6bf307
      
https://github.com/scikit-learn/scikit-learn/commit/7fef2fde2316245b7cb4cfd3fbc97fd42b6bf307
  Author: Christian Veenhuis <124370897+chv...@users.noreply.github.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M examples/bicluster/plot_spectral_biclustering.py
    M examples/svm/plot_svm_kernels.py

  Log Message:
  -----------
  FIX: fix wrongly used `plt.show()` in examples (#31524)


  Commit: be757113341ab9d573728f99e102e0583dfbbe69
      
https://github.com/scikit-learn/scikit-learn/commit/be757113341ab9d573728f99e102e0583dfbbe69
  Author: Adrin Jalali <adrin.jal...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M sklearn/utils/estimator_checks.py

  Log Message:
  -----------
  DOC add reference to higher level functions in estimator_checks_generator 
(#31480)

Co-authored-by: Virgil Chan <virchan.m...@gmail.com>


  Commit: 210cdca29c53f9373b5733bd51d246be175424a2
      
https://github.com/scikit-learn/scikit-learn/commit/210cdca29c53f9373b5733bd51d246be175424a2
  Author: Ayrat <ayrat.khali...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M examples/impute/plot_iterative_imputer_variants_comparison.py
    M examples/impute/plot_missing_values.py

  Log Message:
  -----------
  DOC Scale data before using k-neighbours regression (#31201)

Co-authored-by: Olivier Grisel <olivier.gri...@ensta.org>
Co-authored-by: Arturo Amor <86408019+arturoam...@users.noreply.github.com>
Co-authored-by: Virgil Chan <virchan.m...@gmail.com>
Co-authored-by: Tim Head <beta...@gmail.com>


  Commit: 2b2a5c4c3c0e47f870cae1632df54bb7c238087f
      
https://github.com/scikit-learn/scikit-learn/commit/2b2a5c4c3c0e47f870cae1632df54bb7c238087f
  Author: Evgeni Burovski <evgeny.burovs...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M sklearn/metrics/tests/test_common.py
    M sklearn/utils/_array_api.py
    M sklearn/utils/estimator_checks.py

  Log Message:
  -----------
  Preemptively fix incompatibilities with an upcoming array-api-strict release 
(#31517)


  Commit: 073714ca1eb66d5f4c3212b7f0d10663b345cf7c
      
https://github.com/scikit-learn/scikit-learn/commit/073714ca1eb66d5f4c3212b7f0d10663b345cf7c
  Author: Loïc Estève <loic.est...@ymail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M .github/workflows/wheels.yml

  Log Message:
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  CI Fix wheels build after cibuildwheel 3.0 release (#31532)


  Commit: 44e12aed5f6902b3cb3f2b700ad287bb38dc71d2
      
https://github.com/scikit-learn/scikit-learn/commit/44e12aed5f6902b3cb3f2b700ad287bb38dc71d2
  Author: Stefanie Senger <91849487+stefaniesen...@users.noreply.github.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M pyproject.toml
    M sklearn/tests/test_metadata_routing.py
    M sklearn/utils/_metadata_requests.py

  Log Message:
  -----------
  DOC Clarify metadata routing docs from `_metadata_requests.py` module (#31419)

Co-authored-by: Lucy Liu <jliu...@gmail.com>
Co-authored-by: Adrin Jalali <adrin.jal...@gmail.com>


  Commit: 87ced4d81ed2cbc7025e1f8ba63d769e3f6e32e6
      
https://github.com/scikit-learn/scikit-learn/commit/87ced4d81ed2cbc7025e1f8ba63d769e3f6e32e6
  Author: Reshama Shaikh <reshama.s...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M doc/about.rst
    M doc/maintainers_emeritus.rst

  Log Message:
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  DOC Update About Us page (#31519)


  Commit: 46b2ebdcb2ea8f41a6f176f191a4f634455e3cc7
      
https://github.com/scikit-learn/scikit-learn/commit/46b2ebdcb2ea8f41a6f176f191a4f634455e3cc7
  Author: ayoub.agouzoul <34219939+thea...@users.noreply.github.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M sklearn/feature_extraction/tests/test_image.py

  Log Message:
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  TST use global_random_seed in sklearn/feature_extraction/tests/test_image.py 
(#31310)


  Commit: 9c1b7292d57fc84ea53819c389bb5c38472930a7
      
https://github.com/scikit-learn/scikit-learn/commit/9c1b7292d57fc84ea53819c389bb5c38472930a7
  Author: Peter Holzer <agita...@users.noreply.github.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M doc/modules/kernel_approximation.rst

  Log Message:
  -----------
  DOC link kernel_approximation example to Nystrom and RBFSampler in User Guide 
(#31562)


  Commit: 60e4b194a203d7f74a6517a04cb0cb8d040cebb0
      
https://github.com/scikit-learn/scikit-learn/commit/60e4b194a203d7f74a6517a04cb0cb8d040cebb0
  Author: Lucy Liu <jliu...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M sklearn/metrics/_plot/roc_curve.py

  Log Message:
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  DOC Fix `RocCurveDisplay` docstring and parameter order (#31578)


  Commit: 59349e4baedaba7baca7f946e12c04fa4c3fa0db
      
https://github.com/scikit-learn/scikit-learn/commit/59349e4baedaba7baca7f946e12c04fa4c3fa0db
  Author: scikit-learn-bot <tjpf...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M build_tools/azure/pylatest_pip_scipy_dev_linux-64_conda.lock

  Log Message:
  -----------
  :lock: :robot: CI Update lock files for scipy-dev CI build(s) :lock: :robot: 
(#31549)

Co-authored-by: Lock file bot <nore...@github.com>


  Commit: bb5070bda0eaeceff1fdbef3c6329e11e381ef73
      
https://github.com/scikit-learn/scikit-learn/commit/bb5070bda0eaeceff1fdbef3c6329e11e381ef73
  Author: scikit-learn-bot <tjpf...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M build_tools/github/pylatest_conda_forge_cuda_array-api_linux-64_conda.lock

  Log Message:
  -----------
  :lock: :robot: CI Update lock files for array-api CI build(s) :lock: :robot: 
(#31551)

Co-authored-by: Lock file bot <nore...@github.com>


  Commit: 4d6eef6eab5948f01ec1e06f4c7bebdbd06717e9
      
https://github.com/scikit-learn/scikit-learn/commit/4d6eef6eab5948f01ec1e06f4c7bebdbd06717e9
  Author: scikit-learn-bot <tjpf...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M build_tools/azure/pylatest_free_threaded_linux-64_conda.lock

  Log Message:
  -----------
  :lock: :robot: CI Update lock files for free-threaded CI build(s) :lock: 
:robot: (#31550)

Co-authored-by: Lock file bot <nore...@github.com>


  Commit: 0424ae905affc7ba680261541af0cc5b0ccae896
      
https://github.com/scikit-learn/scikit-learn/commit/0424ae905affc7ba680261541af0cc5b0ccae896
  Author: scikit-learn-bot <tjpf...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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    M build_tools/azure/pylatest_conda_forge_mkl_linux-64_conda.lock
    M build_tools/azure/pylatest_conda_forge_mkl_osx-64_conda.lock
    M build_tools/azure/pylatest_conda_mkl_no_openmp_osx-64_conda.lock
    M build_tools/azure/pylatest_pip_openblas_pandas_linux-64_conda.lock
    M build_tools/azure/pymin_conda_forge_mkl_win-64_conda.lock
    M 
build_tools/azure/pymin_conda_forge_openblas_min_dependencies_linux-64_conda.lock
    M 
build_tools/azure/pymin_conda_forge_openblas_ubuntu_2204_linux-64_conda.lock
    M build_tools/azure/ubuntu_atlas_lock.txt
    M build_tools/circle/doc_linux-64_conda.lock
    M build_tools/circle/doc_min_dependencies_linux-64_conda.lock
    M build_tools/github/pymin_conda_forge_arm_linux-aarch64_conda.lock

  Log Message:
  -----------
  :lock: :robot: CI Update lock files for main CI build(s) :lock: :robot: 
(#31552)

Co-authored-by: Lock file bot <nore...@github.com>


  Commit: c88a15bdcaeeb0201cdcf7d5fd89d690963917e3
      
https://github.com/scikit-learn/scikit-learn/commit/c88a15bdcaeeb0201cdcf7d5fd89d690963917e3
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M sklearn/covariance/_empirical_covariance.py

  Log Message:
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  DOC: add link to the plot_mahalanobis_distances example (#31485)

Co-authored-by: Adrin Jalali <adrin.jal...@gmail.com>


  Commit: b6746e8e36f2e13cae149c686168b1e6f78725e5
      
https://github.com/scikit-learn/scikit-learn/commit/b6746e8e36f2e13cae149c686168b1e6f78725e5
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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  Log Message:
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  Doc add link plot robust vs empirical covariance examples (#31511)

Co-authored-by: Stefanie Senger 
<91849487+stefaniesen...@users.noreply.github.com>


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https://github.com/scikit-learn/scikit-learn/commit/063fd288b4c11f1a682a6299c5f0dc9f699a3489
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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  Log Message:
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  DOC add link to plot_cv_predict example in cross_val_predict doc (#31504)

Co-authored-by: Virgil Chan <virchan.m...@gmail.com>


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https://github.com/scikit-learn/scikit-learn/commit/2e7bac12f03499193026b6abb47be48259e8b274
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  Changed paths:
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  Log Message:
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  MNT replace `fetch_california_housing` with `make_regression` in 
`getting_started.rst` and `compose.rst` (#31579)


  Commit: 2b0c017d2a39d7f2ed5f413c7aeaab2f73432bce
      
https://github.com/scikit-learn/scikit-learn/commit/2b0c017d2a39d7f2ed5f413c7aeaab2f73432bce
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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  Log Message:
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  DOC:Add inline example link to RFECV class docstring (#30621) (#31476)

Co-authored-by: adrinjalali <adrin.jal...@gmail.com>


  Commit: 77f6889c993710835cd554cded0c7e160732ab6e
      
https://github.com/scikit-learn/scikit-learn/commit/77f6889c993710835cd554cded0c7e160732ab6e
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  Changed paths:
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  Log Message:
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  DOC change 'relation' to 'relationship' in classification_threshold (#31570)


  Commit: 48245087dd5ae1ddd28f749e220360bc2f208d13
      
https://github.com/scikit-learn/scikit-learn/commit/48245087dd5ae1ddd28f749e220360bc2f208d13
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

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  Log Message:
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  DOC implement responsive multi-column layout for emeritus contributors to 
reduce whitespace (#31565)


  Commit: 5148b0bea359ab79dfabf6531a951ac5f5af3589
      
https://github.com/scikit-learn/scikit-learn/commit/5148b0bea359ab79dfabf6531a951ac5f5af3589
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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  Log Message:
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  DOC fix formatting of `intercept_scaling` parameter in 
`LogisticRegression`-related docs (#31577)


  Commit: e62bcc21e780036df49a0789defe2f70a974758b
      
https://github.com/scikit-learn/scikit-learn/commit/e62bcc21e780036df49a0789defe2f70a974758b
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  Log Message:
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  BLD: use more modern way to specify license metadata (#31560)


  Commit: 2b55c3a2312bba1cc155f896fdd686ca1dd7b906
      
https://github.com/scikit-learn/scikit-learn/commit/2b55c3a2312bba1cc155f896fdd686ca1dd7b906
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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  Log Message:
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  DOC: Improve Ridge regression example — fix typo, clarify title, add legend 
(#31539)

Co-authored-by: Dhyey Findoriya <dhyeyinf...@gmail.com>


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https://github.com/scikit-learn/scikit-learn/commit/c0e1490170b06a1f96a622275a82996d19570fb0
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

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  Log Message:
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  FIX set `CategoricalNB().__sklearn_tags__.input_tags.categorical` to `True` 
(#31556)


  Commit: 38ef3ce016d8edfc20e2ed5d866eb6d1e7135902
      
https://github.com/scikit-learn/scikit-learn/commit/38ef3ce016d8edfc20e2ed5d866eb6d1e7135902
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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  Log Message:
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  DOC Fix example Recursive feature elimination with cross-validation (#31516)


  Commit: 69bdef0c28d0546dc68fb821b8bdf40a4528401f
      
https://github.com/scikit-learn/scikit-learn/commit/69bdef0c28d0546dc68fb821b8bdf40a4528401f
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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  Log Message:
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  DOC Add examples of make_scorer usage to fbeta_score docstring (#28755)

Co-authored-by: Olivier Grisel <olivier.gri...@ensta.org>
Co-authored-by: Guillaume Lemaitre <guilla...@probabl.ai>
Co-authored-by: adrinjalali <adrin.jal...@gmail.com>


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https://github.com/scikit-learn/scikit-learn/commit/1a19e3c69f8e4ffc4281f812736d536802e75f6d
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

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  Log Message:
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  DOC Improve older whats_new doc entries (#31589)


  Commit: b2aaea044ea5a6746528af20313689a2836be658
      
https://github.com/scikit-learn/scikit-learn/commit/b2aaea044ea5a6746528af20313689a2836be658
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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  Log Message:
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  FIX fix comparison between array-like parameters when detecting non-default 
params for HTML representation (#31528)


  Commit: 194dd9ab4e8341fb9ee1bc85c9354bdaa502f79e
      
https://github.com/scikit-learn/scikit-learn/commit/194dd9ab4e8341fb9ee1bc85c9354bdaa502f79e
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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  Log Message:
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  DOC Revise the math formatting for eta_0 (#31598)


  Commit: 441bcea6e20b4600ddfc80490f9735bc84f98c28
      
https://github.com/scikit-learn/scikit-learn/commit/441bcea6e20b4600ddfc80490f9735bc84f98c28
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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  Log Message:
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  MNT Simplify inefficient regex (#31603)


  Commit: c4b7489bc83fba5e089de645e2ffc0997a814dda
      
https://github.com/scikit-learn/scikit-learn/commit/c4b7489bc83fba5e089de645e2ffc0997a814dda
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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  Log Message:
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  GOV more pragmatic decision making process for small PRs (#31430)


  Commit: 92ae8db0184169f7c41fd99860e9149e5155b4d1
      
https://github.com/scikit-learn/scikit-learn/commit/92ae8db0184169f7c41fd99860e9149e5155b4d1
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M examples/ensemble/plot_forest_importances.py

  Log Message:
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  DOC Fix misleading statement about model refitting in permutation importance 
docs (#31596)


  Commit: 2b0d2aa672328339b3368da6f06e9385ac9f1765
      
https://github.com/scikit-learn/scikit-learn/commit/2b0d2aa672328339b3368da6f06e9385ac9f1765
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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  Log Message:
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  CI Avoid Windows timeout by switching to OpenBLAS  (#31641)

Co-authored-by: Loïc Estève <loic.est...@ymail.com>


  Commit: 3c3e4c121c431b03f485f381b2be3386e6d614f0
      
https://github.com/scikit-learn/scikit-learn/commit/3c3e4c121c431b03f485f381b2be3386e6d614f0
  Author: Stefanie Senger <91849487+stefaniesen...@users.noreply.github.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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build_tools/azure/pymin_conda_forge_openblas_min_dependencies_environment.yml
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  Log Message:
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  FIX use pyarrow types in pyarrow.filter() for older pyarrow versions (#31605)

Co-authored-by: Christian Lorentzen <lorentzen...@gmail.com>


  Commit: 77b2afdf67d01eb7d38645f32e7a1bc4f05f220b
      
https://github.com/scikit-learn/scikit-learn/commit/77b2afdf67d01eb7d38645f32e7a1bc4f05f220b
  Author: Olivier Grisel <olivier.gri...@ensta.org>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M sklearn/datasets/_samples_generator.py

  Log Message:
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  Fix `make_swiss_roll` docstring to resolve a copyright ambiguity (#31646)


  Commit: 4c4cb5a5645fab143520ff81b110a684292a3f03
      
https://github.com/scikit-learn/scikit-learn/commit/4c4cb5a5645fab143520ff81b110a684292a3f03
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M doc/modules/array_api.rst

  Log Message:
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  DOC Clarify how mixed array input types handled in array api (#31452)


  Commit: 77d38fa2bf4e5ea5ebccb3f0063f4afc390ae628
      
https://github.com/scikit-learn/scikit-learn/commit/77d38fa2bf4e5ea5ebccb3f0063f4afc390ae628
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M sklearn/metrics/_classification.py

  Log Message:
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  DOC Fixed typo (#31667)


  Commit: dac8ed91f5700934fe1d5b86ab445bcce5ec2b69
      
https://github.com/scikit-learn/scikit-learn/commit/dac8ed91f5700934fe1d5b86ab445bcce5ec2b69
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

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  Log Message:
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  MNT Remove deprecated `iprint` and `disp` usage in scipy 1.15 LBFGS (#31642)

Co-authored-by: Tim Head <beta...@gmail.com>


  Commit: 86da0f65b48de46d8cc4a94ef334b4f0f1dd9633
      
https://github.com/scikit-learn/scikit-learn/commit/86da0f65b48de46d8cc4a94ef334b4f0f1dd9633
  Author: Sylvain Combettes <48064216+sylvain...@users.noreply.github.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M sklearn/model_selection/_split.py

  Log Message:
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  DOC fix minor typo in `TimeSeriesSplit` docstrings (#31640)

Co-authored-by: Jérémie du Boisberranger <jere...@probabl.ai>


  Commit: a9daa12bed1cdb9111dfe35e6247e79711294a2d
      
https://github.com/scikit-learn/scikit-learn/commit/a9daa12bed1cdb9111dfe35e6247e79711294a2d
  Author: Christine P. Chai <star13...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M doc/modules/model_evaluation.rst

  Log Message:
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  DOC Fix typo math formating (#31622)


  Commit: df66d126ff09bd90754b5bc86e81f8cb9e1e2492
      
https://github.com/scikit-learn/scikit-learn/commit/df66d126ff09bd90754b5bc86e81f8cb9e1e2492
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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  Log Message:
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  DOC: Remove FIXME tags from glossary (#31677)


  Commit: 8bae7eb8df7154dcda8c61f40a16d7c4acef3d96
      
https://github.com/scikit-learn/scikit-learn/commit/8bae7eb8df7154dcda8c61f40a16d7c4acef3d96
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

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  Log Message:
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  :lock: :robot: CI Update lock files for free-threaded CI build(s) :lock: 
:robot: (#31629)

Co-authored-by: Lock file bot <nore...@github.com>


  Commit: 5927ff5cc2ae2debb37c028ac5f169a527e9117d
      
https://github.com/scikit-learn/scikit-learn/commit/5927ff5cc2ae2debb37c028ac5f169a527e9117d
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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  Log Message:
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  :lock: :robot: CI Update lock files for array-api CI build(s) :lock: :robot: 
(#31631)

Co-authored-by: Lock file bot <nore...@github.com>


  Commit: 87648a69767b96da4cec41178ac030e988bfd98b
      
https://github.com/scikit-learn/scikit-learn/commit/87648a69767b96da4cec41178ac030e988bfd98b
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

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  Log Message:
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  BLD fix missing license file (#31594)

Co-authored-by: Jérémie du Boisberranger <jere...@probabl.ai>


  Commit: 8e1c6909bd16ae525b579dab0a1b2205004e0440
      
https://github.com/scikit-learn/scikit-learn/commit/8e1c6909bd16ae525b579dab0a1b2205004e0440
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

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  Log Message:
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  MAINT: make scipy-doctest usage forward-compatible (#31609)

Co-authored-by: Jérémie du Boisberranger <jere...@probabl.ai>


  Commit: 0eaf1c3854089d34a4d8d5b2def5b4dd656b6af8
      
https://github.com/scikit-learn/scikit-learn/commit/0eaf1c3854089d34a4d8d5b2def5b4dd656b6af8
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  Log Message:
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  :lock: :robot: CI Update lock files for scipy-dev CI build(s) :lock: :robot: 
(#31630)

Co-authored-by: Lock file bot <nore...@github.com>
Co-authored-by: Olivier Grisel <olivier.gri...@ensta.org>


  Commit: 1ae703c02077e1b7e386cdaf3b164f3ae9cbb874
      
https://github.com/scikit-learn/scikit-learn/commit/1ae703c02077e1b7e386cdaf3b164f3ae9cbb874
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  Date:   2025-07-16 (Wed, 16 Jul 2025)

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Signed-off-by: dependabot[bot] <supp...@github.com>
Co-authored-by: dependabot[bot] 
<49699333+dependabot[bot]@users.noreply.github.com>


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https://github.com/scikit-learn/scikit-learn/commit/9c729452e9637d32f47ff4f2d033a86e0e07b463
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  Log Message:
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  :lock: :robot: CI Update lock files for main CI build(s) :lock: :robot: 
(#31632)

Co-authored-by: Lock file bot <nore...@github.com>
Co-authored-by: Olivier Grisel <olivier.gri...@ensta.org>


  Commit: dd5b9eeca3e1f6941a8345838bf343c066b03f5b
      
https://github.com/scikit-learn/scikit-learn/commit/dd5b9eeca3e1f6941a8345838bf343c066b03f5b
  Author: SiyuJin-1 <jin....@northeastern.edu>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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  Log Message:
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  DOC Add Links to plot_lof_novelty_detection example (#31405)

Co-authored-by: Jsy <jsy@zhouhantaodeMacBook-Pro.local>
Co-authored-by: Stefanie Senger 
<91849487+stefaniesen...@users.noreply.github.com>


  Commit: 382dac726b692855292c0c136f33cda8da1dbb16
      
https://github.com/scikit-learn/scikit-learn/commit/382dac726b692855292c0c136f33cda8da1dbb16
  Author: Stefanie Senger <91849487+stefaniesen...@users.noreply.github.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M sklearn/_config.py

  Log Message:
  -----------
  DOC Improve docstrings for scikit-learn configuration functions (#31486)

Co-authored-by: Adrin Jalali <adrin.jal...@gmail.com>


  Commit: 7fdbe27e5a0bc37c2d101484cc49f9fbe1d2450b
      
https://github.com/scikit-learn/scikit-learn/commit/7fdbe27e5a0bc37c2d101484cc49f9fbe1d2450b
  Author: Lucy Liu <jliu...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M doc/modules/array_api.rst

  Log Message:
  -----------
  DOC Recommend setting `array_api_dispatch` globally in array API docs (#31687)


  Commit: 66da5a4584c360763c4890b891d90871a817645a
      
https://github.com/scikit-learn/scikit-learn/commit/66da5a4584c360763c4890b891d90871a817645a
  Author: Olivier Grisel <olivier.gri...@ensta.org>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M .github/workflows/cuda-ci.yml
    M build_tools/wheels/build_wheels.sh
    M sklearn/svm/tests/test_sparse.py

  Log Message:
  -----------
  MAINT CI cleanups and checks (#31690)


  Commit: 8d238303ca45ac735ce513b6821aee9232f25545
      
https://github.com/scikit-learn/scikit-learn/commit/8d238303ca45ac735ce513b6821aee9232f25545
  Author: Adriano Leão <146663648+adrianocl...@users.noreply.github.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M sklearn/manifold/_locally_linear.py

  Log Message:
  -----------
  FIX wrong >= in error message in `_locally_linear_embedding` (#29716)


  Commit: 50e0107193ef388813fb810789a7c5fff67af429
      
https://github.com/scikit-learn/scikit-learn/commit/50e0107193ef388813fb810789a7c5fff67af429
  Author: Adrin Jalali <adrin.jal...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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    M build_tools/azure/pylatest_conda_forge_mkl_osx-64_conda.lock
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build_tools/azure/pymin_conda_forge_openblas_ubuntu_2204_linux-64_conda.lock
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  Log Message:
  -----------
  Revert ":lock: :robot: CI Update lock files for main CI build(s) :lock: 
:robot: (#31632)" (#31691)


  Commit: 0baaca33eed56c5d63f772586a5acd8a2231e793
      
https://github.com/scikit-learn/scikit-learn/commit/0baaca33eed56c5d63f772586a5acd8a2231e793
  Author: Lucy Liu <jliu...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M sklearn/metrics/pairwise.py

  Log Message:
  -----------
  DOC Make references to scipy modules/functions links in `pairwise.py` (#31694)


  Commit: 8db769a002b86716b67b3af7f55c44b04a86dcdb
      
https://github.com/scikit-learn/scikit-learn/commit/8db769a002b86716b67b3af7f55c44b04a86dcdb
  Author: Christine P. Chai <star13...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M doc/glossary.rst

  Log Message:
  -----------
  DOC: Replace the tag XXX with Note in Glossary (#31710)


  Commit: 01d52cc462debcb02fb9f9df46ab3e2d1a6cbe77
      
https://github.com/scikit-learn/scikit-learn/commit/01d52cc462debcb02fb9f9df46ab3e2d1a6cbe77
  Author: scikit-learn-bot <tjpf...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M build_tools/azure/pylatest_pip_scipy_dev_linux-64_conda.lock

  Log Message:
  -----------
  :lock: :robot: CI Update lock files for scipy-dev CI build(s) :lock: :robot: 
(#31713)

Co-authored-by: Lock file bot <nore...@github.com>


  Commit: 1d656cd1f2cbb62fc23edbfe7e72cb5e64f316e6
      
https://github.com/scikit-learn/scikit-learn/commit/1d656cd1f2cbb62fc23edbfe7e72cb5e64f316e6
  Author: scikit-learn-bot <tjpf...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M build_tools/github/pylatest_conda_forge_cuda_array-api_linux-64_conda.lock

  Log Message:
  -----------
  :lock: :robot: CI Update lock files for array-api CI build(s) :lock: :robot: 
(#31715)

Co-authored-by: Lock file bot <nore...@github.com>


  Commit: 4116db2a2043d46526c44906e77a0555dae95308
      
https://github.com/scikit-learn/scikit-learn/commit/4116db2a2043d46526c44906e77a0555dae95308
  Author: Lucy Liu <jliu...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M doc/modules/ensemble.rst

  Log Message:
  -----------
  DOC Fix typo in `ensemble.rst` (#31711)


  Commit: 06032cbb71b08b7226c1c233afa8b6243b4e9e70
      
https://github.com/scikit-learn/scikit-learn/commit/06032cbb71b08b7226c1c233afa8b6243b4e9e70
  Author: scikit-learn-bot <tjpf...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M build_tools/azure/pylatest_free_threaded_linux-64_conda.lock

  Log Message:
  -----------
  :lock: :robot: CI Update lock files for free-threaded CI build(s) :lock: 
:robot: (#31714)

Co-authored-by: Lock file bot <nore...@github.com>


  Commit: 31a22863fc6b3b1669a66b153912449c7c88f776
      
https://github.com/scikit-learn/scikit-learn/commit/31a22863fc6b3b1669a66b153912449c7c88f776
  Author: Jérémie du Boisberranger <jere...@probabl.ai>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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    M sklearn/datasets/_twenty_newsgroups.py
    M sklearn/utils/fixes.py

  Log Message:
  -----------
  FIX Revert tarfile_extractall clean-up (#31685)

Co-authored-by: Loïc Estève <loic.est...@ymail.com>


  Commit: 08af3e9a4cf2ee8d387a2bebe461b341b000927e
      
https://github.com/scikit-learn/scikit-learn/commit/08af3e9a4cf2ee8d387a2bebe461b341b000927e
  Author: scikit-learn-bot <tjpf...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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build_tools/azure/pymin_conda_forge_openblas_min_dependencies_linux-64_conda.lock
    M build_tools/azure/pymin_conda_forge_openblas_ubuntu_2204_environment.yml
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build_tools/azure/pymin_conda_forge_openblas_ubuntu_2204_linux-64_conda.lock
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  Log Message:
  -----------
  :lock: :robot: CI Update lock files for main CI build(s) :lock: :robot: 
(#31716)

Co-authored-by: Lock file bot <nore...@github.com>
Co-authored-by: Jérémie du Boisberranger <jere...@probabl.ai>


  Commit: 9ab893a24199ae86eb94a1cf3dc8a31d8f1f92e5
      
https://github.com/scikit-learn/scikit-learn/commit/9ab893a24199ae86eb94a1cf3dc8a31d8f1f92e5
  Author: Thomas J. Fan <thomasjp...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M sklearn/meson.build

  Log Message:
  -----------
  BLD Use Cython's shared memoryview utility to reduce wheel size (#31151)

Co-authored-by: Loïc Estève <loic.est...@ymail.com>


  Commit: 34a10d59f2d0d492efb754864ff17fe5f70ca806
      
https://github.com/scikit-learn/scikit-learn/commit/34a10d59f2d0d492efb754864ff17fe5f70ca806
  Author: Reshama Shaikh <reshama.s...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M doc/templates/index.html

  Log Message:
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  DOC add link for Discussions in the footer (#31704)


  Commit: 9ef6593b8367a09baece145ca323a4717bb9b827
      
https://github.com/scikit-learn/scikit-learn/commit/9ef6593b8367a09baece145ca323a4717bb9b827
  Author: Guillaume Lemaitre <guilla...@probabl.ai>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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    A sklearn/utils/_estimator_html_repr.py
    A sklearn/utils/tests/test_estimator_html_repr.py

  Log Message:
  -----------
  FIX short deprecation cycle for private module (#31500)

Co-authored-by: Jérémie du Boisberranger <jere...@probabl.ai>


  Commit: 84d31fced250cf4d30e752057ee1fdb9ce9b5e86
      
https://github.com/scikit-learn/scikit-learn/commit/84d31fced250cf4d30e752057ee1fdb9ce9b5e86
  Author: Stefanie Senger <91849487+stefaniesen...@users.noreply.github.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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    M build_tools/circle/doc_min_dependencies_linux-64_conda.lock
    M build_tools/update_environments_and_lock_files.py

  Log Message:
  -----------
  CI Move some pip_dependencies to conda_dependencies (#31623)


  Commit: 7132d02ec2548a1588df786b79e8f0219c185066
      
https://github.com/scikit-learn/scikit-learn/commit/7132d02ec2548a1588df786b79e8f0219c185066
  Author: Stefanie Senger <91849487+stefaniesen...@users.noreply.github.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M sklearn/metrics/_classification.py

  Log Message:
  -----------
  DOC Fix broken formatting of `cohen_kappa_score` docstring (#31732)


  Commit: 1c398897d6e0c9f8a608d799e3fbb4bf9851ee2c
      
https://github.com/scikit-learn/scikit-learn/commit/1c398897d6e0c9f8a608d799e3fbb4bf9851ee2c
  Author: Christine P. Chai <star13...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M doc/modules/density.rst
    M doc/modules/gaussian_process.rst
    M doc/modules/linear_model.rst
    M doc/modules/neural_networks_supervised.rst
    M doc/modules/sgd.rst

  Log Message:
  -----------
  DOC: Correct several math typos in the User Guide (#31736)


  Commit: a8e4f1af7759d02842bcbb6bc61ff1199cfa22bd
      
https://github.com/scikit-learn/scikit-learn/commit/a8e4f1af7759d02842bcbb6bc61ff1199cfa22bd
  Author: Stefanie Senger <91849487+stefaniesen...@users.noreply.github.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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    M build_tools/azure/pylatest_conda_mkl_no_openmp_osx-64_conda.lock
    M build_tools/update_environments_and_lock_files.py

  Log Message:
  -----------
  CI Remove constraints for scipy version in `pylatest_conda_mkl_no_openmp` job 
(#31729)


  Commit: 729f6a36297d0ad6d92fd5996dcc9b6ff46fd1ac
      
https://github.com/scikit-learn/scikit-learn/commit/729f6a36297d0ad6d92fd5996dcc9b6ff46fd1ac
  Author: Dimitri Papadopoulos Orfanos 
<3234522+dimitripapadopou...@users.noreply.github.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M .pre-commit-config.yaml

  Log Message:
  -----------
  MNT Update pre-commit ruff legacy alias (#31740)


  Commit: f54a11fb5dfbebb25bbb34eeb770ab394da9dfe6
      
https://github.com/scikit-learn/scikit-learn/commit/f54a11fb5dfbebb25bbb34eeb770ab394da9dfe6
  Author: Christine P. Chai <star13...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M examples/calibration/plot_compare_calibration.py

  Log Message:
  -----------
  DOC: Update a link to a research paper (#31739)


  Commit: 30c033f0219ea4c4eb8422a0cfc32b2d0d1f4337
      
https://github.com/scikit-learn/scikit-learn/commit/30c033f0219ea4c4eb8422a0cfc32b2d0d1f4337
  Author: Nicolas Bolle <nicolasbo...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    A doc/whats_new/upcoming_changes/sklearn.compose/31079.fix.rst
    M sklearn/compose/tests/test_column_transformer.py
    M sklearn/utils/_set_output.py
    M sklearn/utils/tests/test_set_output.py

  Log Message:
  -----------
  Fix `PandasAdapter` causes crash or misattributed features (#31079)

Co-authored-by: Jérémie du Boisberranger <jere...@probabl.ai>


  Commit: 1480c04896fa05dc7b7f2ae9a795fb5071ed0104
      
https://github.com/scikit-learn/scikit-learn/commit/1480c04896fa05dc7b7f2ae9a795fb5071ed0104
  Author: saskra <sas...@users.noreply.github.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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    M sklearn/utils/multiclass.py
    M sklearn/utils/tests/test_multiclass.py
    M sklearn/utils/tests/test_response.py

  Log Message:
  -----------
  Fix spurious warning from type_of_target when called on estimator.classes_ 
(#31584)

Co-authored-by: Jérémie du Boisberranger <jere...@probabl.ai>
Co-authored-by: Lucy Liu <jliu...@gmail.com>


  Commit: dbcfbf9b30b0ed9da83b9f258fa81ac0a98bbde2
      
https://github.com/scikit-learn/scikit-learn/commit/dbcfbf9b30b0ed9da83b9f258fa81ac0a98bbde2
  Author: Dea María Léon <deamarial...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M sklearn/pipeline.py
    M sklearn/tests/test_pipeline.py

  Log Message:
  -----------
  FIX Avoid fitting a pipeline without steps (#31723)


  Commit: 63ca649b4ca8648abd1ca834c2987454bdd6f5c0
      
https://github.com/scikit-learn/scikit-learn/commit/63ca649b4ca8648abd1ca834c2987454bdd6f5c0
  Author: Lucy Liu <jliu...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M sklearn/utils/multiclass.py

  Log Message:
  -----------
  Mention possibility of regression targets in warning about unique classes 
>50% of n_samples (#31689)

Co-authored-by: Jérémie du Boisberranger <jere...@probabl.ai>


  Commit: a73deeebd45457bed42ee0ff1ba67272c18f823a
      
https://github.com/scikit-learn/scikit-learn/commit/a73deeebd45457bed42ee0ff1ba67272c18f823a
  Author: scikit-learn-bot <tjpf...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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    M 
build_tools/azure/pymin_conda_forge_openblas_min_dependencies_linux-64_conda.lock
    M 
build_tools/azure/pymin_conda_forge_openblas_ubuntu_2204_linux-64_conda.lock
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    M build_tools/github/pymin_conda_forge_arm_linux-aarch64_conda.lock

  Log Message:
  -----------
  :lock: :robot: CI Update lock files for main CI build(s) :lock: :robot: 
(#31758)

Co-authored-by: Lock file bot <nore...@github.com>


  Commit: d60cafee64c87b49a260bac078c9ea0b0f44bde8
      
https://github.com/scikit-learn/scikit-learn/commit/d60cafee64c87b49a260bac078c9ea0b0f44bde8
  Author: scikit-learn-bot <tjpf...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M build_tools/github/pylatest_conda_forge_cuda_array-api_linux-64_conda.lock

  Log Message:
  -----------
  :lock: :robot: CI Update lock files for array-api CI build(s) :lock: :robot: 
(#31757)

Co-authored-by: Lock file bot <nore...@github.com>


  Commit: ba2918ee93fd0268885641e92d2935049d3e9590
      
https://github.com/scikit-learn/scikit-learn/commit/ba2918ee93fd0268885641e92d2935049d3e9590
  Author: scikit-learn-bot <tjpf...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M build_tools/azure/pylatest_free_threaded_linux-64_conda.lock

  Log Message:
  -----------
  :lock: :robot: CI Update lock files for free-threaded CI build(s) :lock: 
:robot: (#31756)

Co-authored-by: Lock file bot <nore...@github.com>


  Commit: 6b2b4b4e2a98470d9b795e92723107beaaee0df9
      
https://github.com/scikit-learn/scikit-learn/commit/6b2b4b4e2a98470d9b795e92723107beaaee0df9
  Author: scikit-learn-bot <tjpf...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M build_tools/azure/pylatest_pip_scipy_dev_linux-64_conda.lock

  Log Message:
  -----------
  :lock: :robot: CI Update lock files for scipy-dev CI build(s) :lock: :robot: 
(#31755)

Co-authored-by: Lock file bot <nore...@github.com>


  Commit: 6cba1d8022368d56fed3c61e10dc21f125306f34
      
https://github.com/scikit-learn/scikit-learn/commit/6cba1d8022368d56fed3c61e10dc21f125306f34
  Author: jshn9515 <jshn9...@gmail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    A doc/whats_new/upcoming_changes/sklearn.inspection/31553.fix.rst
    M sklearn/inspection/_plot/decision_boundary.py
    M sklearn/inspection/_plot/tests/test_boundary_decision_display.py

  Log Message:
  -----------
  FIX: Regression in DecisionBoundaryDisplay.from_estimator with colors and 
plot_method='contour' (#31553)

Co-authored-by: Jérémie du Boisberranger <jere...@probabl.ai>


  Commit: f97fe77af5a6b3c6d01ecc6d748d58415d380cad
      
https://github.com/scikit-learn/scikit-learn/commit/f97fe77af5a6b3c6d01ecc6d748d58415d380cad
  Author: Loïc Estève <loic.est...@ymail.com>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
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    A build_tools/azure/pylatest_conda_forge_mkl_no_openmp_environment.yml
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    M build_tools/azure/pylatest_pip_scipy_dev_linux-64_conda.lock
    M build_tools/azure/windows.yml
    M build_tools/update_environments_and_lock_files.py

  Log Message:
  -----------
  CI Avoid miniconda CondaToSNonInteractiveError and stop using the default 
channel (#31771)


  Commit: 33893bd00a620243b3af90aa886f1a4b611b1312
      
https://github.com/scikit-learn/scikit-learn/commit/33893bd00a620243b3af90aa886f1a4b611b1312
  Author: Jérémie du Boisberranger <jere...@probabl.ai>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    M sklearn/__init__.py

  Log Message:
  -----------
  set version


  Commit: 35afe8df998681ac072ad2f960f9382e90988179
      
https://github.com/scikit-learn/scikit-learn/commit/35afe8df998681ac072ad2f960f9382e90988179
  Author: Jérémie du Boisberranger <jere...@probabl.ai>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:
    R doc/whats_new/upcoming_changes/sklearn.base/31528.fix.rst
    R doc/whats_new/upcoming_changes/sklearn.compose/31079.fix.rst
    R doc/whats_new/upcoming_changes/sklearn.datasets/31685.fix.rst
    R doc/whats_new/upcoming_changes/sklearn.inspection/31553.fix.rst
    R doc/whats_new/upcoming_changes/sklearn.naive_bayes/31556.fix.rst
    R doc/whats_new/upcoming_changes/sklearn.utils/31584.fix.rst
    M doc/whats_new/v1.7.rst

  Log Message:
  -----------
  generate changelog 1.7.1


  Commit: 672a2dd6842860747704d7b3ba3dd0323bf85470
      
https://github.com/scikit-learn/scikit-learn/commit/672a2dd6842860747704d7b3ba3dd0323bf85470
  Author: Jérémie du Boisberranger <jere...@probabl.ai>
  Date:   2025-07-16 (Wed, 16 Jul 2025)

  Changed paths:

  Log Message:
  -----------
  [cd build] Trigger wheel builder workflow


Compare: 
https://github.com/scikit-learn/scikit-learn/compare/da08f3d99194...672a2dd68428

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