1 Release published by 1 person

• 1.7.0 Scikit-learn 1.7.0

  published Jun 6, 2025

88 Pull requests merged by 43 people

• MNT Use _add_to_diagonal in GaussianMixture

  #31607 merged Jun 20, 2025

• DOC Revise the math formatting for eta_0

  #31598 merged Jun 20, 2025

• Fix _fill_or_add_to_diagonal when reshape returns copy

  #31445 merged Jun 19, 2025

• FEA Add array API support for GaussianMixture

  #30777 merged Jun 19, 2025

• FIX fix comparison between array-like parameters when detecting non-default params for HTML representation

  #31528 merged Jun 19, 2025

• Improve whats_new doc

  #31589 merged Jun 19, 2025

• Array API support for pairwise kernels

  #29822 merged Jun 19, 2025

• DOC Add examples of make_scorer usage to fbeta_score docstring

  #28755 merged Jun 18, 2025

• DOC Fix example Recursive feature elimination with cross-validation

  #31516 merged Jun 18, 2025

• ENH: Make roc_curve array API compatible

  #30878 merged Jun 18, 2025

• Fix set CategoricalNB().__sklearn_tags__.input_tags.categorical to True

  #31556 merged Jun 18, 2025

• DOC: Improve Ridge regression example — fix typo, clarify title, add legend

  #31539 merged Jun 18, 2025

• BLD: use more modern way to specify license metadata

  #31560 merged Jun 18, 2025

• DOC fix formatting of intercept_scaling parameter in LogisticRegression-related docs

  #31577 merged Jun 18, 2025

• docs: implement responsive multi-column layout for emeritus contributors to reduce whitespace

  #31565 merged Jun 18, 2025

• Fix grammar: change 'relation' to 'relationship' in classification_th…

  #31570 merged Jun 18, 2025

• DOC:Add inline example link to RFECV class docstring (#30621)

  #31476 merged Jun 18, 2025

• MNT replace fetch_california_housing with make_regression in getting_started.rst and compose.rst

  #31579 merged Jun 18, 2025

• DOC add link to plot_cv_predict example in cross_val_predict doc

  #31504 merged Jun 18, 2025

• Doc add link plot robust vs empirical covariance examples

  #31511 merged Jun 18, 2025

• DOC: add link to the plot_mahalanobis_distances example

  #31485 merged Jun 18, 2025

• 🔒 🤖 CI Update lock files for main CI build(s) 🔒 🤖

  #31552 merged Jun 18, 2025

• 🔒 🤖 CI Update lock files for free-threaded CI build(s) 🔒 🤖

  #31550 merged Jun 18, 2025

• 🔒 🤖 CI Update lock files for array-api CI build(s) 🔒 🤖

  #31551 merged Jun 18, 2025

• 🔒 🤖 CI Update lock files for scipy-dev CI build(s) 🔒 🤖

  #31549 merged Jun 18, 2025

• Fix RocCurveDisplay docstring and parameter order

  #31578 merged Jun 18, 2025

• Doc #30621 Linked kernel_approximation example to Nystrom and RBFSampler in User Guide

  #31562 merged Jun 17, 2025

• MNT remove /take bot

  #31568 merged Jun 17, 2025

• FIX Draw indices using sample_weight in Bagging

  #31414 merged Jun 16, 2025

• MNT Move entropy to private function

  #31294 merged Jun 13, 2025

• TST use global_random_seed in sklearn/feature_extraction/tests/test_image.py

  #31310 merged Jun 13, 2025

• DOC Update About Us page

  #31519 merged Jun 13, 2025

• MAINT: remove unused local vars in mixture._gaussian_mixture.py

  #31432 merged Jun 13, 2025

• Improve error message in check_requires_y_none

  #31481 merged Jun 13, 2025

• DOC Clarify metadata routing docs from _metadata_requests.py module

  #31419 merged Jun 13, 2025

• CI Fix wheels build after cibuildwheel 3.0 release

  #31532 merged Jun 12, 2025

• Preemptively fix incompatibilities with an upcoming array-api-strict release

  #31517 merged Jun 12, 2025

• DOC Scale data before using k-neighbours regression

  #31201 merged Jun 12, 2025

• Remove median_absolute_error from METRICS_WITHOUT_SAMPLE_WEIGHT

  #30787 merged Jun 12, 2025

• DOC add reference to higher level functions in estimator_checks_generator

  #31480 merged Jun 12, 2025

• FIX: fix wrongly used plt.show() in examples

  #31524 merged Jun 12, 2025

• DOC: Add link to plot_ensemble_oob example

  #31457 merged Jun 11, 2025

• MNT Fix docstring of _BaseComposition

  #31484 merged Jun 11, 2025

• DOC Added example comparing L1-based models to ARD user guide

  #31425 merged Jun 10, 2025

• FIX: Change limits of power_t param to [0, inf)

  #31474 merged Jun 10, 2025

• MNT Add free-threaded wheel for Linux arm

  #31513 merged Jun 10, 2025

• DOC Add additional donation options to About page

  #31379 merged Jun 10, 2025

• 🔒 🤖 CI Update lock files for main CI build(s) 🔒 🤖

  #31508 merged Jun 9, 2025

• 🔒 🤖 CI Update lock files for array-api CI build(s) 🔒 🤖

  #31507 merged Jun 9, 2025

• 🔒 🤖 CI Update lock files for free-threaded CI build(s) 🔒 🤖

  #31506 merged Jun 9, 2025

• 🔒 🤖 CI Update lock files for scipy-dev CI build(s) 🔒 🤖

  #31505 merged Jun 9, 2025

• MNT Update SECURITY.md for 1.7.0

  #31493 merged Jun 6, 2025

• DOC Update news for 1.7.0

  #31492 merged Jun 6, 2025

• Backport 1.7 changelog into the main branch

  #31491 merged Jun 6, 2025

• DOC Add link for prediction latency plot example in SGD Regression

  #31477 merged Jun 5, 2025

• Release 1.7.0

  #31456 merged Jun 5, 2025

• DOC Don't use deprecated RocCurveDisplay kwargs

  #31482 merged Jun 4, 2025

• DOC Release highlights for 1.7

  #31469 merged Jun 4, 2025

• DOC Add link to plot_monotonic_constraints.py in ensemble examples

  #31471 merged Jun 4, 2025

• 🔒 🤖 CI Update lock files for free-threaded CI build(s) 🔒 🤖

  #31464 merged Jun 3, 2025

• 🔒 🤖 CI Update lock files for scipy-dev CI build(s) 🔒 🤖

  #31463 merged Jun 3, 2025

• 🔒 🤖 CI Update lock files for array-api CI build(s) 🔒 🤖

  #31465 merged Jun 3, 2025

• Add array API support to median_absolute_error

  #31406 merged Jun 3, 2025

• Don't leak cache_directory from test_check_memory

  #31453 merged Jun 3, 2025

• 🔒 🤖 CI Update lock files for main CI build(s) 🔒 🤖

  #31466 merged Jun 2, 2025

• DOC Use from_cv_results in plot_roc_crossval.py

  #31455 merged Jun 2, 2025

• DOC: Correct a typo: this examples -> this example

  #31458 merged Jun 1, 2025

• MNT Make sample_weight checking more consistent in regression metrics

  #30886 merged May 29, 2025

• DOC: Update link to Least Angle Regression paper

  #31433 merged May 29, 2025

• TST Fix array API test_fill_or_add_to_diagonal

  #31439 merged May 28, 2025

• DOC: use curve_kwargs instead of kwargs in example to avoid warnings

  #31447 merged May 28, 2025

• DOC Add link to spectral coclustering

  #31422 merged May 28, 2025

• DOC tiny whatsnew update for PR #31387

  #31437 merged May 28, 2025

• FIX random failure in test_solver_consistency with SAG/SAGA solvers

  #31434 merged May 27, 2025

• ENH avoid futile recomputation of R_sum in sparse_enet_coordinate_descent

  #31387 merged May 27, 2025

• 🔒 🤖 CI Update lock files for main CI build(s) 🔒 🤖

  #31429 merged May 27, 2025

• 🔒 🤖 CI Update lock files for scipy-dev CI build(s) 🔒 🤖

  #31426 merged May 27, 2025

• 🔒 🤖 CI Update lock files for array-api CI build(s) 🔒 🤖

  #31427 merged May 27, 2025

• 🔒 🤖 CI Update lock files for free-threaded CI build(s) 🔒 🤖

  #31428 merged May 27, 2025

• ENH add from_cv_results in RocCurveDisplay (single RocCurveDisplay)

  #30399 merged May 26, 2025

• DOC: Add from_predictions example and other details to visualizations.rst

  #30825 merged May 26, 2025

• DOC Update documentation: Communication section improvements

  #31420 merged May 26, 2025

• DOC Revise a math equation to incorporate text

  #31421 merged May 24, 2025

• DOC fixes for LogisticRegression newton-cholesky and multiclass

  #31410 merged May 23, 2025

• DOC Minor updates to OPTICS docstring

  #31363 merged May 23, 2025

• DOC Fix wheel builder badge on README

  #31409 merged May 22, 2025

• CI Avoid joblib 1.5.0 in Pyodide

  #31402 merged May 22, 2025

• MNT cleaner Cython coordinate descent in _cd_fast.pyx

  #31372 merged May 22, 2025

63 Pull requests opened by 49 people

• FEAT (alt3) allow setting auto routed strategy on objects

  #31413 opened May 22, 2025

• MNT refactor _rescale_data in linear models into _preprocess_data

  #31418 opened May 23, 2025

• GOV more pragmatic decision making process for small PRs

  #31430 opened May 26, 2025

• ENH Make `GaussianProcessRegressor.predict` faster when return_std and return_cov are false

  #31431 opened May 26, 2025

• Disable numpy array resize refcheck in svmlight format

  #31435 opened May 27, 2025

• ENH Display fitted attributes in HTML representation

  #31442 opened May 28, 2025

• ENH: add option in OneVsRest classifier to handle undefined predictions

  #31448 opened May 28, 2025

• Add links to plot_svm_anova.py #30621

  #31451 opened May 29, 2025

• DOC Clarify how mixed array input types handled in array api

  #31452 opened May 29, 2025

• DOC add links to plot_ridge_coeffs example

  #31454 opened May 29, 2025

• DOC: Add link to plot_sparse_coding.py in DictionaryLearning and Mini…

  #31472 opened Jun 2, 2025

• DOC: Add link to plot_monotonic_constraints.py example

  #31478 opened Jun 4, 2025

• FEA Implement categorical feature support to `IterativeImputer`

  #31479 opened Jun 4, 2025

• FEA return final cross-validation score in SequentialFeatureSelector

  #31483 opened Jun 4, 2025

• DOC Improve docstrings for scikit-learn configuration functions

  #31486 opened Jun 5, 2025

• DOC add reference to example for BayesianRidge in docstring

  #31487 opened Jun 5, 2025

• FEA Add DummyClassifier strategy that produces randomized probabilities

  #31488 opened Jun 5, 2025

• Implement MultiHorizonTimeSeriesSplit for multi-horizon CV

  #31489 opened Jun 5, 2025

• DOC: Add example link to ElasticNet documentation

  #31490 opened Jun 5, 2025

• FIX _safe_indexing: improve error message for string indexing on axis=0

  #31494 opened Jun 6, 2025

• Enhance SimpleImputer to preserve pandas dtypes in output

  #31495 opened Jun 6, 2025

• Fix KernelDensity for non-whitened data (issue #25623)

  #31496 opened Jun 6, 2025

• FIX short deprecation cycle for private module

  #31500 opened Jun 6, 2025

• Doc add link self training

  #31514 opened Jun 10, 2025

• Add compatibility for tarfile filter in Python <3.12

  #31523 opened Jun 11, 2025

• FIX Draw indices using sample_weight in Forest

  #31529 opened Jun 12, 2025

• [WIP] Add example for recommender system with ranking metrics

  #31531 opened Jun 12, 2025

• MNT refactoring in routing _MetadataRequester

  #31534 opened Jun 12, 2025

• ENH ascii visualisation for metadata routing

  #31535 opened Jun 12, 2025

• Add stricter gradient check for log marginal likelihood in Gaussian Processes

  #31543 opened Jun 13, 2025

• ENH Add multi-threshold classification to FixedThresholdClassifier

  #31544 opened Jun 13, 2025

• ENH add `store_cv_models` option to `ElasticNetCV` #28726

  #31545 opened Jun 13, 2025

• FIX: Regression in DecisionBoundaryDisplay.from_estimator with colors and plot_method='contour'

  #31553 opened Jun 16, 2025

• MNT: mark FeatureHasher and HashingVectorizer with requires_fit=False…

  #31557 opened Jun 16, 2025

• Adding more functionality to DecisionBoundaryDisplay #27462

  #31558 opened Jun 16, 2025

• FIX Add validation for FeatureUnion transformer outputs (#31318)

  #31559 opened Jun 16, 2025

• DOC add link to plot_multi_metric_evaluation in make scorer #30841

  #31561 opened Jun 16, 2025

• FIX Preserve y shape in TransformedTargetRegressor

  #31563 opened Jun 16, 2025

• ENH Adding a column to link each parameter docstring row in params table display

  #31564 opened Jun 17, 2025

• DOC: Add example link to plot_poisson_regression_non_normal_loss.py in linear_model docs (#30621)

  #31567 opened Jun 17, 2025

• Add example link to RandomForestClassifier docstring

  #31569 opened Jun 17, 2025

• FIX `FunctionTransformer.get_feature_names_out` when output is set to dataframe

  #31573 opened Jun 17, 2025

• Fix: Use float64 epsilon when clipping initial probabilities in GradientBoosting

  #31575 opened Jun 17, 2025

• DOC add links to plot_polynomial_interpolation.py

  #31576 opened Jun 17, 2025

• ENH Add array API for PolynomialFeatures

  #31580 opened Jun 18, 2025

• DOC: Add seealso link to Ridge regression example in user guide (#30621)

  #31581 opened Jun 18, 2025

• Fix spurious warning from type_of_target when called on estimator.classes_

  #31584 opened Jun 18, 2025

• DOC improve doc for `_check_n_features` and `_check_feature_names` and fix their usages

  #31585 opened Jun 18, 2025

• DOC: add Visualization API ROC example link to model_evaluation

  #31591 opened Jun 19, 2025

• BLD fix missing license file

  #31594 opened Jun 19, 2025

• DOC Fix misleading statement about model refitting in permutation importance docs

  #31596 opened Jun 19, 2025

• doc/comment-nan-sort-behaviour-weighted-percentile

  #31597 opened Jun 19, 2025

• ENH: add plot_f1_baseline option to PrecisionRecallDisplay.plot

  #31600 opened Jun 20, 2025

• DOC: Add example link to RidgeClassifier docstring (#30621)

  #31602 opened Jun 20, 2025

• MNT Simplify inefficient regex

  #31603 opened Jun 20, 2025

• FIX convert indices passed into to pyarrow filter() to pyarrow type for older pyarrow versions

  #31605 opened Jun 20, 2025

• DOC: Add example link to LogisticRegression docstring

  #31606 opened Jun 20, 2025

• MAINT: make scipy-doctest usage forward-compatible

  #31609 opened Jun 20, 2025

• Fix: Replace np.bool_ with np_bool in _ranking.py

  #31612 opened Jun 20, 2025

• Add vector quantization example to KBinsDiscretizer docs

  #31613 opened Jun 20, 2025

• DOC Add link to plot_lasso_coordinate_descent_path in lasso_path docstring(#30621)

  #31616 opened Jun 21, 2025

• DOC Add link to plot_lasso_lars_ic in LassoLarsIC docstring (#30621)

  #31617 opened Jun 21, 2025

• DOC The set {0,1} should be \{0, 1\} in math mode

  #31622 opened Jun 22, 2025

40 Issues closed by 14 people

• ENH: Add MedianAbsoluteDeviationScaler (MADScaler) to sklearn.preprocessing

  #31620 closed Jun 21, 2025

• Intermittent HTTP 403 on fetch_california_housing and other Figshare hosted data on Azure CI

  #30761 closed Jun 19, 2025

• Compilation "neighbors/_kd_tree.pyx" crashes on ARM

  #31592 closed Jun 19, 2025

• Can't create exe-file with this module

  #31587 closed Jun 19, 2025

• Issue with the `RidgeCV` diagram representation with non-default alphas

  #31525 closed Jun 19, 2025

• DOC About Us page: multi-column list for emeritus contributors

  #31548 closed Jun 18, 2025

• Update project metadata to avoid using the deprecated way to declare the license.

  #30766 closed Jun 18, 2025

• Documentation improvement (LogisticRegression): display a note as a note

  #31572 closed Jun 18, 2025

• Several Doc improvement for whats_new

  #31571 closed Jun 18, 2025

• MNT Make binary display method parameters' order consistent

  #30717 closed Jun 18, 2025

• ⚠️ CI failed on Wheel builder (last failure: Jun 17, 2025) ⚠️

  #31566 closed Jun 17, 2025

• Support other dataframes like polars and pyarrow not just pandas

  #25896 closed Jun 16, 2025

• is_classifier returns False for custom classifier wrappers in scikit-learn 1.6.1, even with ClassifierMixin and _estimator_type

  #31555 closed Jun 16, 2025

• DOC: clarify the documentation for the loss functions used in GBRT, and Absolute Error in particular.

  #30339 closed Jun 16, 2025

• Issue: Unable to Apply Feature Engineering After Feature Transformation in a Pipeline

  #30453 closed Jun 16, 2025

• ValueError: setting an array element with a sequence. The requested array has an inhomogeneous shape after 2 dimensions. The detected shape was (6, 33810) + inhomogeneous part.

  #30546 closed Jun 16, 2025

• Unexpected behavior for subclassing `Pipeline`

  #30748 closed Jun 16, 2025

• Reference `ValidationCurveDisplay` from `validation_curve`'s docstring in a "See also section"

  #31302 closed Jun 16, 2025

• RFC switch to Polars as the default dataframe lib in our examples

  #28341 closed Jun 13, 2025

• 当selector = VarianceThreshold(threshold=0.1)和selector = VarianceThreshold()输出的结果不一样

  #31538 closed Jun 13, 2025

• ⚠️ CI failed on Wheel builder (last failure: Jun 12, 2025) ⚠️

  #31527 closed Jun 12, 2025

• DOC Examples (imputation): add scaling when using k-neighbours imputation

  #31200 closed Jun 12, 2025

• 32-Bit Raspberry Pi OS Installation Issues with UV

  #31520 closed Jun 11, 2025

• [RFC] WASM / pyodide as a (somewhat) officially supported platform for scikit-learn

  #23727 closed Jun 11, 2025

• power_t: does it make sense for this parameter to have negative values

  #22178 closed Jun 10, 2025

• Add free-threading wheel for Linux arm64 (aarch64)

  #31512 closed Jun 10, 2025

• Doc website incorrectly flags stable as unstable

  #31498 closed Jun 6, 2025

• DecisionTreeClassifier having unexpected behaviour with 'min_weight_fraction_leaf=0.5'

  #30917 closed Jun 4, 2025

• Allow to use prefitted SelectFromModel in ColumnTransformer

  #28928 closed Jun 4, 2025

• Persistent UserWarning about KMeans Memory Leak on Windows Despite Applying Suggested Fixes

  #30921 closed Jun 4, 2025

• Avoid bundling tests in wheels

  #31391 closed Jun 4, 2025

• The libomp.dylib shipped with the macOS x86_64 package does not have an SDK version set

  #31423 closed Jun 4, 2025

• Folder/Directory descriptions not present

  #31443 closed Jun 4, 2025

• Discrepancy between output of classifier feature_importances_ with different sklearn installations

  #31415 closed Jun 4, 2025

• estimator_checks_generator does not return (estimator, check) when hitting an expected failed check

  #31408 closed Jun 4, 2025

• Regression error characteristic curve

  #31441 closed Jun 2, 2025

• ⚠️ CI failed on Linux_Runs.pylatest_conda_forge_mkl (last failure: May 28, 2025) ⚠️

  #31440 closed May 30, 2025

• ⚠️ CI failed on Wheel builder (last failure: May 28, 2025) ⚠️

  #31444 closed May 29, 2025

• Support orthogonal polynomial features (via QR decomposition) in `PolynomialFeatures`

  #31223 closed May 27, 2025

• DOC Add `from_predictions` example to `visualizations.rst`

  #30767 closed May 26, 2025

21 Issues opened by 21 people

• ENH: Add MedianAbsoluteDeviationScaler (MADScaler) to sklearn.preprocessing

  #31621 opened Jun 21, 2025

• (Perhaps) safer version of halving search

  #31608 opened Jun 20, 2025

• `_safe_indexing` fails with pyarrow==16.0.0

  #31604 opened Jun 20, 2025

• Implement row-wise prediction skipping

  #31601 opened Jun 20, 2025

• `_MultimetricScorer` deals with `_accept_sample_weights` inconsistently

  #31599 opened Jun 20, 2025

• Attribute docstring does not show properly when there is a property with the same name

  #31595 opened Jun 19, 2025

• scikit-learn API reference on the website not rendering LaTeX correctly

  #31593 opened Jun 19, 2025

• ⚠️ CI failed on Wheel builder (last failure: Jun 21, 2025) ⚠️

  #31590 opened Jun 19, 2025

• Unjustified "number of unique classes > 50%" warning in CalibratedClassifierCV

  #31583 opened Jun 18, 2025

• Allow batch based metrics calculation of sklearn.metrics

  #31554 opened Jun 16, 2025

• Regression in `DecisionBoundaryDisplay.from_estimator` with `colors` and `plot_method='contour'` after upgrading to v1.7.0

  #31546 opened Jun 14, 2025

• Huber Loss for HistGradientBoostingRegressor

  #31542 opened Jun 13, 2025

• Make `sklearn.metrics._scorer._MultimetricScorer` part of the public API

  #31540 opened Jun 13, 2025

• Improve sample_weight handling in sag(a)

  #31536 opened Jun 12, 2025

• RFC: stop using scikit-learn `stable_cumsum` and instead use `np/xp.cumsum` directly

  #31533 opened Jun 12, 2025

• TarFile.extractall() got an unexpected keyword argument 'filter'

  #31521 opened Jun 11, 2025

• HDBSCAN performance issues compared to original hdbscan implementation (likely because Boruvka algorithm is not implemented)

  #31503 opened Jun 8, 2025

• MultiOutputRegressor can't process estimators with synchronization primitives

  #31475 opened Jun 3, 2025

• Add option to return final cross-validation score in SequentialFeatureSelector

  #31473 opened Jun 2, 2025

• Feat: DummyClassifier strategy that produces randomized probabilities

  #31462 opened Jun 1, 2025

• Spherical K-means support (unit norm centroids and input)

  #31450 opened May 28, 2025

102 Unresolved conversations

Sometimes conversations happen on old items that aren’t yet closed. Here is a list of all the Issues and Pull Requests with unresolved conversations.

• Unbiased MDI-like feature importance measure for random forests

  #31279 commented on Jun 19, 2025 • 30 new comments

• FEA add temperature scaling to `CalibratedClassifierCV`

  #31068 commented on Jun 19, 2025 • 21 new comments

• FEA Implement classical MDS

  #31322 commented on Jun 17, 2025 • 21 new comments

• DOC Merge plot_svm_margin.py and plot_separating_hyperplane.py into plot_svm_hyperplane_margin.py

  #31045 commented on May 28, 2025 • 14 new comments

• ENH: Faster Eigen Decomposition For Isomap & KernelPCA

  #31247 commented on Jun 10, 2025 • 11 new comments

• DOC update and improve the `sample_weight` entry in the glossary

  #30564 commented on Jun 18, 2025 • 9 new comments

• ENH Add support for np.nan values in SplineTransformer

  #28043 commented on Jun 13, 2025 • 8 new comments

• feat: Add support for sample_weights in TargetEncoder

  #31324 commented on Jun 17, 2025 • 7 new comments

• ENH add `from_cv_results` in `PrecisionRecallDisplay` (single Display)

  #30508 commented on Jun 21, 2025 • 7 new comments

• ENH: Add Array API support to NDCG/DCG score

  #31152 commented on May 27, 2025 • 7 new comments

• DOC improved plot_semi_supervised_newsgroups.py example

  #31104 commented on Jun 2, 2025 • 7 new comments

• MNT Deprecate metrics.pairwise.paired_*_distances and paired_distances public functions

  #30537 commented on Jun 19, 2025 • 6 new comments

• adding adaptive learning rate for minibatch k-means

  #30051 commented on Jun 20, 2025 • 5 new comments

• FEAT allow configuring automatically requested metadata

  #31401 commented on May 22, 2025 • 4 new comments

• FEA Callbacks base infrastructure + progress bars (Alternative to #27663)

  #28760 commented on Jun 6, 2025 • 2 new comments

• ENH Add Friedman's H-squared

  #28375 commented on Jun 12, 2025 • 2 new comments

• TST use global_random_seed in `sklearn/linear_model/tests/test_logistic.py`

  #31362 commented on Jun 20, 2025 • 2 new comments

• DOC Add Links to plot_lof_novelty_detection example

  #31405 commented on May 22, 2025 • 2 new comments

• Enhanced classifier comparison example with Gradient Boosting Classifier and improved comments

  #30476 commented on Jun 1, 2025 • 0 new comments

• Add reference to biclustering example in biclustering.rst documentation

  #31393 commented on May 22, 2025 • 0 new comments

• Make the test suite itself thread-safe to be able to detect thread-safety problems with or without free-threading

  #30041 commented on May 23, 2025 • 0 new comments

• Added sample weight handling to BinMapper under HGBT

  #29641 commented on Jun 13, 2025 • 0 new comments

• DOC Rework ROC example with cross-validation

  #29611 commented on Jun 2, 2025 • 0 new comments

• FEAT Support precomputed distance matrix for `PairwiseDistancesReductions`

  #29483 commented on May 27, 2025 • 0 new comments

• FEA Categorical split support for `DecisionTree*`, `ExtraTree*`, `RandomForest*` and ``ExtraTrees*`

  #29437 commented on Jun 3, 2025 • 0 new comments

• DEP PassiveAggressiveClassifier and PassiveAggressiveRegressor

  #29097 commented on May 23, 2025 • 0 new comments

• Refactor `_convert_container`

  #28681 commented on Jun 20, 2025 • 0 new comments

• Stratified splitters user warnings

  #28628 commented on Jun 6, 2025 • 0 new comments

• ENH: Add Dask Array API support

  #28588 commented on Jun 6, 2025 • 0 new comments

• Add links to examples from the docstrings and user guide

  #30621 commented on Jun 21, 2025 • 0 new comments

• ⚠️ CI failed on Linux.pymin_conda_forge_openblas_min_dependencies (last failure: Jan 19, 2025) ⚠️

  #29909 commented on Jun 21, 2025 • 0 new comments

• ⚠️ CI failed on Linux_Docker.debian_32bit (last failure: Apr 19, 2025) ⚠️

  #29802 commented on Jun 21, 2025 • 0 new comments

• DOC Improve documentation for macOS Homebrew libomp installation

  #31361 commented on May 22, 2025 • 0 new comments

• Use OS-specific cache directories instead of home directory

  #31295 commented on May 28, 2025 • 0 new comments

• FIX ConvergenceWarning in plot_gpr_on_structured_data (#31164)

  #31289 commented on Jun 21, 2025 • 0 new comments

• DOC Clarify usage of d2_pinball_score with model selection tools

  #31239 commented on Jun 19, 2025 • 0 new comments

• DOC Add link to plot_gmm_pdf.py in GaussianMixture examples

  #31230 commented on May 27, 2025 • 0 new comments

• DOC merge dbscan, hdbcan, optics gallery examples into one example

  #31102 commented on Jun 18, 2025 • 0 new comments

• Fix: added pseudo-likelihood normalization option in RBM #23179

  #31099 commented on Jun 16, 2025 • 0 new comments

• Fix: AttributeError in str_escape when handling numpy.int64 in sklearn.tree._export.py in /sklearn/tree/_export.py

  #31036 commented on May 23, 2025 • 0 new comments

• DOC: add link to example plot_digits_agglomeration.py

  #30979 commented on May 27, 2025 • 0 new comments

• Added link to plot_grid_search_text_feature_extraction.py under TfidfVectorizer

  #30974 commented on Jun 11, 2025 • 0 new comments

• DOC added reference to plot_grid_search_stats.py

  #30965 commented on Jun 11, 2025 • 0 new comments

• DOC: Add missing link to plot_logistic.py in Logistic Regression documentation

  #30942 commented on Jun 6, 2025 • 0 new comments

• Added example plot_image_denoising.py in User Guide

  #30864 commented on Jun 11, 2025 • 0 new comments

• DOC add link to cluster_plot_ward_structured_vs_unstructured in _aggl…

  #30861 commented on Jun 2, 2025 • 0 new comments

• DOC Add drawings to demonstrate Pipeline, ColumnTransformer, and FeatureUnion

  #30740 commented on Jun 2, 2025 • 0 new comments

• PERF Avoid repetitively allocating large temporary arrays when fitting `GaussianMixture`

  #30614 commented on Jun 13, 2025 • 0 new comments

• DOC Add missing links to Gaussian Process Classification

  #30605 commented on May 27, 2025 • 0 new comments

• DOC Add link to plot_lasso_and_elasticnet.py example in linear model

  #30587 commented on May 27, 2025 • 0 new comments

• ENH Array API support for confusion_matrix converting to numpy array

  #30562 commented on Jun 19, 2025 • 0 new comments

• ⚠️ CI failed on Ubuntu_Atlas.ubuntu_atlas (last failure: Feb 19, 2025) ⚠️

  #27846 commented on Jun 21, 2025 • 0 new comments

• `_safe_indexing` triggers `SettingWithCopyWarning` when used with `slice`

  #31290 commented on Jun 13, 2025 • 0 new comments

• Cannot recover DBSCAN from memory-overuse

  #31407 commented on Jun 12, 2025 • 0 new comments

• Example with ranking metrices

  #21138 commented on Jun 12, 2025 • 0 new comments

• FEA Add missing-value support to sparse splitter in RandomForest and ExtraTrees

  #29542 commented on Jun 11, 2025 • 0 new comments

• DOC Donating to the project

  #30826 commented on Jun 10, 2025 • 0 new comments

• Introduce honest sampling into sklearn RandomForestClassifier

  #19710 commented on Jun 8, 2025 • 0 new comments

• `_weighted_percentile` NaN handling with array API

  #31368 commented on Jun 8, 2025 • 0 new comments

• Bad error messages in ClassifierChain on multioutput multiclass

  #13339 commented on Jun 4, 2025 • 0 new comments

• Automatically move `y_true` to the same device and namespace as `y_pred` for metrics

  #31274 commented on Jun 4, 2025 • 0 new comments

• Numpy Array Error when Training MultioutputClassifer with LogisticRegressionCV with classes underrepresented

  #30832 commented on Jun 4, 2025 • 0 new comments

• Add sankey style confusion matrix visualization

  #31133 commented on Jun 4, 2025 • 0 new comments

• DOC merging the examples related to OPTICS, DBSCAN, and HDBSCAN

  #29962 commented on Jun 3, 2025 • 0 new comments

• DOC rework the example presenting the regularization path of Lasso, Lasso-LARS, and Elastic Net

  #29963 commented on Jun 3, 2025 • 0 new comments

• Add Categorical Feature Support to `IterativeImputer`

  #31219 commented on Jun 2, 2025 • 0 new comments

• Describe `set_{method}_request()` API, expose `_MetadataRequester`, or expose `_BaseScorer`

  #31360 commented on Jun 1, 2025 • 0 new comments

• Gaussian Process Log Likelihood Gradient Incorrect

  #31366 commented on May 28, 2025 • 0 new comments

• SVC Sigmoid sometimes ROC AUC from predict_proba & decision_function are each other's inverse

  #31222 commented on May 28, 2025 • 0 new comments

• Change the default data directory

  #31267 commented on May 27, 2025 • 0 new comments

• Clarification of output array type when metrics accept multiclass/multioutput

  #31286 commented on May 26, 2025 • 0 new comments

• KernelDensity(bandwidth='silverman') doesn't throw proper error for 1d X

  #29443 commented on May 25, 2025 • 0 new comments

• Allow for multiclass cost matrix in FixedThresholdClassifier and TunedThresholdClassifierCV

  #30970 commented on May 25, 2025 • 0 new comments

• Gaussian Mixture - Implementing weighted sample

  #15647 commented on May 24, 2025 • 0 new comments

• Feature request: Group aware Time-based cross validation

  #14257 commented on May 23, 2025 • 0 new comments

• Verbosity option is not working in GridSearchCV (Jupyter notebook)

  #22849 commented on May 22, 2025 • 0 new comments

• Documentation improvement for macOS Homebrew libomp installation

  #31359 commented on May 22, 2025 • 0 new comments

• Revisit the "chance level" for the different displays

  #30352 commented on Jun 19, 2025 • 0 new comments

• no k-modes or k-prototypes algorithms in scikit-learn

  #17138 commented on Jun 18, 2025 • 0 new comments

• Make `_check_n_features` and `_check_feature_names` public

  #30389 commented on Jun 18, 2025 • 0 new comments

• Make more of the "tools" of scikit-learn Array API compatible

  #26024 commented on Jun 18, 2025 • 0 new comments

• Request: base class with HTML repr but without being an 'Estimator'

  #30958 commented on Jun 17, 2025 • 0 new comments

• Add Accumulated local effects (ALE) to inspection

  #30223 commented on Jun 17, 2025 • 0 new comments

• SLEP006 - Metadata Routing task list

  #22893 commented on Jun 17, 2025 • 0 new comments

• `FunctionTransformer` need `feature_names_out` even if `func` returns DataFrame

  #28780 commented on Jun 16, 2025 • 0 new comments

• TransformedTargetRegressor forces 1d y shape to regressor

  #26530 commented on Jun 16, 2025 • 0 new comments

• FeatureHasher and HashingVectorizer does not expose requires_fit=False tag

  #30689 commented on Jun 16, 2025 • 0 new comments

• ENH Add `pos_label` parameter to `TargetEncoder`

  #27342 commented on Jun 16, 2025 • 0 new comments

• 'Section Navigation' bar missing from stable documentation website on several pages

  #30309 commented on Jun 16, 2025 • 0 new comments

• AttributeError: This 'LabelEncoder' has no attribute 'set_output'

  #26711 commented on Jun 16, 2025 • 0 new comments

• Adding more functionality to DecisionBoundaryDisplay

  #27462 commented on Jun 16, 2025 • 0 new comments

• Default argument pos_label=1 is not ignored in f1_score metric for multiclass classification

  #29734 commented on Jun 16, 2025 • 0 new comments

• List of estimators with known incorrect handling of `sample_weight`

  #16298 commented on Jun 16, 2025 • 0 new comments

• Wrong normalization for pseudolikelihood in Restricted Boltzmann Machine.

  #23179 commented on Jun 16, 2025 • 0 new comments

• RandomForest{Classifier,Regressor} split criterion documentation

  #27159 commented on Jun 16, 2025 • 0 new comments

• `ValueError` raised by `FeatureUnion._set_output` with `FunctionTransform` that outputs a pandas `Series` in scikit-learn version 1.6

  #31318 commented on Jun 16, 2025 • 0 new comments

• KBinsDiscretizer uniform strategy bin assignment wrong due to floating point multiplication

  #30924 commented on Jun 16, 2025 • 0 new comments

• Add MultiHorizonTimeSeriesSplit for Multi-Horizon Time Series Cross-Validation

  #31344 commented on Jun 15, 2025 • 0 new comments

• SimpleImputer converts `int32[pyarrow]` extension array to `float64`, subsequently crashing with numpy `int32` values

  #31373 commented on Jun 13, 2025 • 0 new comments

• SimpleImputer casts `category` into `object` when using "most_frequent" strategy

  #31350 commented on Jun 13, 2025 • 0 new comments

• Is there any way to see alphas/coefs/intercept associated with *all* scenarios tested within ElasticNetCV

  #28726 commented on Jun 13, 2025 • 0 new comments

• Automatically move `y` (and `sample_weight`) to the same device and namespace as `X`

  #28668 commented on Jun 13, 2025 • 0 new comments