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…, and `MiniBatchDictionaryLearning` (#12682)
* Use minimize for lbfgs in logistic regression, huber, neural_network etc...
* DOC fix typo in ColumnTransformer example
* ENH Adds files * ENH Adds permutation importance * RFC Better names * STY Flake8 * ENH: Adds inspect module * DOC Adds pre_dispatch * DOC Adds permutation importance example * Trigger CI * BLD Adds inspect to configuration * RFC Update to only inspect fitted model * RFC Removes parameters * ENH: Adds pandas support * STY Flake8 * DOC Adds new permutation importance example * ENH Renames module to model_inspection * DOC Fix links * DOC Fixes image link * DOC Fixes image link * DOC Spelling * DOC * TST Fix keyword * Rework RF Imp vs Perm Imp example (#4) * WIP * WIP * WIP * DOC Adds multcollinear features example * WIP * DOC: Clean up docs * TST Adds tests for strings * STY Indent correction * WIP * ENH Uses check_X_y * TST Adds test with strings * STY Fix * TST Adds column transformer to test * CLN Address comments * CLN Removes import * TST Adds test with nan * CLN Removes import * ENH Parallel * DOC comments * ENH Better handling of pandas * ENH Clear checking of pandas dataframe * STY Formatting * ENH Copies in parallel helper * DOC Adds comments * BUG Fix copying * BUG Fix for pandas * BUG Fix for pandas * REV * BLD Trigger CI * BUG Fix * BUG Fix * TST Does this work * BUG Fixes test * BUG Fixes test * BUG Fix * BUG Fix * BUG Fix * STY Fix * TST Fix * TST Fix segfault * CLN Address comments * CLN Address comments * ENH Returns a bunch * STY Flake8 * CLN Renames bunch key * DOC Updates api * DOC Updates api * TST Adds permutation test with linear_regression * DOC update * DOC Fix label cutoff * CLN Address comments * TST Adds test for random_state effect * DOC Adds permutation importance * DOC Adds ogrisel suggestion * DOC Address guillaumes comments * DOC Address andreas comments * DOC Update
…needs_proba is True (#14318)
…14263) * ENH add new metric Tweedie deviance * More improvements * A few more fixes * Fix doctest * Review comments * Add common metric tests * Add what's new entry * Fix symmetry check in metrics common tests * Fix test order determinism * Rename metric to mean_tweedie_deviance * Address review comments * Fix test_score_objects.py tests * Add Poisson and Gamma deviances * Fix doc link * Fix typo on what's new * Fix rst rendering
…dgeCV (#14423) * Document default value for fit_intercept param for Ridge and RidgeCV * Replace boolean with bool in docstrings.
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…scikit-learn#10591) * Initial add DET curve to classification metrics * Add DET to exports * Fix DET-curve doctest errors - Sample snippet in model_evaluation documentation was outdated. * Clarify wording in DET-curve computation - Align to the wording of ranking module to make it consistent. - Add correct describtion of input and outputs. - Update and fix non-existent links * Beautify DET curve documentation source - Limit line length to 80 characters. * Expand DET curve documentation - Add an example plot to show difference between ROC and DET curves. - Expand Usage Note section with background information and properties of DET curves. * Update DET-curve documentation - Fix typos and some grammar improvements. - Use named references to avoid potential conflicts with other sections. - Remove unneeded references and improved existing ones by using e.g. using versioned links. * Select relevant DET points using slice object * Remove some dubiety from DET curve doc-string * Add DET curve contributors * Add tests for DET curves * Streamline DET test by using parametrization * Increase verbosity of DET curve error handling - Explicitly sanity check input before computing a DET curve. - Add test for perfect scores. - Adapt indentation style to match the test module. * Add reference for DET curves in invariance test * Add automated invariance checks for DET curves * Resolve merge artifacts * Make doctest happy * Fix whitespaces for doctest * Revert unintended whitespace changes * Revert unintended white space changes #2 * Fix typos and grammar * Fix white space in doc * Streamline test code * Remove rebase artifacts * Fix PR link in doc * Fix test_ranking * Fix rebase errors * Fix import * Bring back newlines - Swallowed by copy/paste * Remove uncited ref link * Remove matplotlib deprecation warning * Bring back hidden reference * Add motivation to DET example * Fix lint * Add citation * Use modern matplotlib API Co-authored-by: Jeremy Karnowski <jeremy.karnowski@gmail.com> Co-authored-by: Julien Cornebise <julien@cornebise.com> Co-authored-by: Daniel Mohns <daniel.mohns@zenguard.org>
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