* many things

* merge struct and docs

* docs: formatting docstrings to numpy-like docs format

* chore: updating pyproject to ignore mitigation folder

* refactor: updating code with recommended ruff practices

* fix: updating pyproject for ruff support

* chore: updating pyprojectt

* chore: updating pyproject

* docs: updating docstrings for commons in bias mitigation methods

* docs: updating docstrings for preprocessing bias mitigation methods

* many things

* merge struct and docs

* update dataset and mitigation

* update dataet map function

* filter

* ok

* fix: headers

* feat: adding seed to allow reproducibility to synthetic generation ranking

* feat: adding recsys dataset and tolerance threshold parameter in check results function

* tests: adding tests for recsys mitigators for in-, pre-, and post-processing methods

* refactor: refactoring recsys tutorials with new dataset function

* refactor: refactoring recsys measuring bias tutorial with new dataset and updated paths

Co-authored-by: crismunoz <cristian.munoz@holisticai.com>

* reafactory: clean files

* fix: ruff

* update ruff

* fix: dataset and test

* fix: format

* chore: fix name

* chore: add cache dir

* chore: create cache dir

* chore: upate python viersion

* update with new versions numpy

* Update workflow

* chore: udpate types

* chore: update dependencies and remove invalid dependencies

* chore: update test

* chore: update changes

* chore: remove import

* refactor: refactoring fairea codes and tutorial

* chore: adding axis labels

* chore: update format

* chore: update format

* tests: update test

* docs: update documentation

* fix: random_State

* fix: format

* chore: update bias mitigation tests

* chore: update deterministic model in test

* chore: update tests

* refactor: refactoring tutorials for bias mitigation in regression tasks

* Feature/update format (#138) (#140)

* chore: update format

* chore: update format

* tests: update test

* docs: update documentation

* fix: random_State

* fix: format

* chore: update bias mitigation tests

* chore: update deterministic model in test

* chore: update tests

* refactor: changing tutorial location and adding interactive section selection

* refactor: refactoring tutorials for regression to demos

* chore: removing old files

* docs: updating paths for documentation

* chore: updating tutorial links

* chore updating lists format

---------

Co-authored-by: cristian.munoz <cristian.munoz@holisticai.com>

* refactor: refactoring recsys tutorials with new formats

* refactor: refactoring recsys tutorials

* docs: updating codes for tutorials in documentation

* chore: updating tutorial links

* chore: updating lists and formats

* fix: classification and clustering tutorials

* fix: examples and correlation matrix plot

* update explainability

* fix : format

* test: remove test

* feature: update explainability tutorials and docs

* fix: ruft lint fixed

* chore: update documentation

* chore:fmt

* chore: update many topics

* chore: fmt

* fix: spread divergence with jensen shannon

* fix: ruft lint

* fix: ruft lint

* fix: ruft lint

---------

Co-authored-by: Cristian Muñoz <cristian.munoz@holisticai.com>

* chore: acelerate mitigators using jax and pandas

* chore: hatch fmt

* chore: update dependences

* chore: update library dependencies

* docs: adding xai metrics documentation

* chore: hatch fmt

…ification tasks

…cation

* chore: update security and exaplainability

* test: fix atol

* feat: adding template for class docstrings rendering

* docs: updating docstrings for bias mitigation methods

* fix: renaming method

* fix: disabling ruff for privated method

* fix: updating variable name

* fix: updating variable name

* fix: making sensgroups variable public in reweighing

* fix: making sensgroups variable public in reweighing

* docs: fixing lint

* docs: updating methods and references from docstrings

…o feature/robustness-metrics-binary-classification

* docs: improve docstring and remove old dependenceis

* chore: hatch format

* docs: adding descriptions for inprocessing methods

* docs: updating method descriptions, adding index and reformatting sectinos

* docs: adding learning task note for all methods

* docs: adding documentation for adversarial debiasing and debiasing learning methods

---------

Co-authored-by: Cristian Muñoz <cristian.munoz@holisticai.com>

…o feature/robustness-metrics-binary-classification

* docs: improve docstring and remove old dependenceis

* chore: hatch format

* chore: update security info

* chore: partial dependence formatting

* chore: fmt

…o feature/robustness-metrics-binary-classification

…/robustness-metrics-binary-classification