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ENH Adds TargetEncoder#25334

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ogrisel merged 91 commits intoscikit-learn:mainscikit-learn/scikit-learn:mainfrom

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Mar 16, 2023

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Commits on Jan 8, 2023

• ENH Adds Target Regression Encoder

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• DOC Adds pr number

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• DOC Adds pr number

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• DOC Adds example

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• DOC Fixes example link

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• FIX Use fancy indexing

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• FIX Fix issue with 32bit

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• ENH Adds support for binary classification

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• TST Adds test to check target_type_

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• DOC Update whats new with better wording

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• DOC Update docs about target encoder itself

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• TST Update names of tests

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• DOC better names for variables

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• Merge remote-tracking branch 'upstream/main' into target_regression_encoder_v2_pr

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• ENH Adds target_type parameter

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• TST Fixes test failures

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• DOC Remove mention on RMSE

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• DOC Adds concluding statement in example

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• CLN Refactor names

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• DOC Improves user guide

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• CLN Cleaner implementation

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• ENH Adds auto for smoothing

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• CLN Address comments

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• DOC Update example title

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• DOC Adds comment to point to equation

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• Merge remote-tracking branch 'upstream/main' into target_regression_encoder_v2_pr

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• Apply suggestions from code review

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Commits on Jan 14, 2023

• DOC Only say classification

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• DOC Update examples and docstring

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• DOC Imrove example

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• DOC Clarify fit_transform vs fit.transform

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• CLN Address comments

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• DOC Adds more code comments

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• CLN Code formatting

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• CLN Move test closer to comment

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• DOC Adds more details aboue equations

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Commits on Jan 16, 2023

• Merge remote-tracking branch 'upstream/main' into target_regression_encoder_v2_pr

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Commits on Jan 18, 2023

• CLN Address comments

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• TST Simplify test logic

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• CLN Address comments

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• Merge remote-tracking branch 'upstream/main' into target_regression_encoder_v2_pr

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• DOC Adds note about type_of_target inference

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Commits on Jan 23, 2023

• ENH Use integers for counts

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• STY Formatting

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• STY Fix numpydoc linting error

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• DOC Adds example about low and high smoothing parameters

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• Merge remote-tracking branch 'upstream/main' into target_regression_encoder_v2_pr

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Commits on Jan 31, 2023

• STY Black formating

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• Merge remote-tracking branch 'upstream/main' into target_regression_encoder_v2_pr

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• DOC Adds mixed encoder for high and low cardinality

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• DOC Address comments

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• ENH Make sure the colors align between graphs

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• CLN Reformat section headers and move sections around

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• CLN Try to work around sphinx 4.0.1

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• CLN Address comments

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• Merge remote-tracking branch 'upstream/main' into target_regression_encoder_v2_pr

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• CLN Better variable names

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• Merge remote-tracking branch 'upstream/main' into target_regression_encoder_v2_pr

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• ENH Restrict cv to integers

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• DOC Improve docstring

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• CLN Better variable names in test

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• Apply suggestions from code review

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• DOC Simplify notes

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• DOC Adds diagram about cross validation

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• DOC Explain fit vs fit_transform

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• DOC Clarify fit

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• Merge remote-tracking branch 'upstream/main' into target_regression_encoder_v2_pr

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• FIX Fixes compile issue

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• CLN Removes pow

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• CLN Use nogil and pointers

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• MNT Use vector instead

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• DOC Adds note about missing values

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• API Adds shuffle and random_state

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• STY Slight reformatting

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• Check random seeds [all random seeds]

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• API Change attriubte name to target_mean_

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• STY Linting issue

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• FIX Fixes edge case with smooth=0.0 and unknown categories in cv

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• Merge remote-tracking branch 'upstream/main' into target_regression_encoder_v2_pr

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Commits on Mar 13, 2023

• TST Improves testing maintainability

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Commits on Mar 14, 2023

• TST add statistical-integration tests to check the benefit of internal CV

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• Fix comment in test to more accurately describe what's happening

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• TST Use RNG for permutation

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• More fixes in inline comments for the new test

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Commits on Mar 16, 2023

• Use pandas to parse the fetched the example dataset.

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