Frouros

What's Changed
* Add save and load utils functions by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/317
* Update scipy requirement from <1.13,>=1.12.0 to >=1.12.0,<1.14 by dependabot in https://github.com/IFCA-Advanced-Computing/frouros/pull/319
* Update CI by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/318
* Fix repository url in publish workflow by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/322


**Full Changelog**: https://github.com/IFCA-Advanced-Computing/frouros/compare/v0.7.1...v0.8.0

What's Changed
* Fix DDM_advance.ipynb markdowns by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/312
* Add FAQ section to documentation by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/313
* Fix paper examples by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/314


**Full Changelog**: https://github.com/IFCA-Advanced-Computing/frouros/compare/v0.7.0...v0.7.1

What's Changed
* Update sphinxcontrib-bibtex requirement from <2.6,>=2.5.0 to >=2.5.0,<2.7 by dependabot in https://github.com/IFCA-Advanced-Computing/frouros/pull/274
* Add flag to avoid zero pvalues in PermutationTestDistanceBased callback by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/275
* Update matplotlib requirement from <3.8,>=3.6.0 to >=3.6.0,<3.9 by dependabot in https://github.com/IFCA-Advanced-Computing/frouros/pull/277
* Update torch requirement from <2.1,>=1.13.0 to >=1.13.0,<2.2 by dependabot in https://github.com/IFCA-Advanced-Computing/frouros/pull/279
* Update numpy requirement from <1.26,>=1.24.0 to >=1.24.0,<1.27 by dependabot in https://github.com/IFCA-Advanced-Computing/frouros/pull/278
* Update sphinx-book-theme requirement from <1.1,>=1.0.0 to >=1.0.0,<1.2 by dependabot in https://github.com/IFCA-Advanced-Computing/frouros/pull/281
* Update myst-nb requirement from <0.18,>=0.17.0 to >=0.17.0,<1.1 by dependabot in https://github.com/IFCA-Advanced-Computing/frouros/pull/282
* Update torchvision requirement from <0.16,>=0.14.0 to >=0.14.0,<0.17 by dependabot in https://github.com/IFCA-Advanced-Computing/frouros/pull/283
* Bump actions/setup-python from 4 to 5 by dependabot in https://github.com/IFCA-Advanced-Computing/frouros/pull/284
* Bump actions/checkout from 3 to 4 by dependabot in https://github.com/IFCA-Advanced-Computing/frouros/pull/276
* Fix MNIST example by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/285
* Remove Python 3.8 support by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/286
* Update sphinx requirement from <7.2,>=5.3.0 to >=5.3.0,<7.3 by dependabot in https://github.com/IFCA-Advanced-Computing/frouros/pull/272
* Update scipy requirement from <1.11,>=1.10.0 to >=1.10.0,<1.12 by dependabot in https://github.com/IFCA-Advanced-Computing/frouros/pull/237
* Add Python 3.12 support by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/287
* Add wheel package to code_coverage.yml by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/288
* Add setuptools package to code_coverage.yml by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/289
* Update dependant versions by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/290
* Update repository URL by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/291
* Update scikit-learn requirement from <1.4,>=1.3.2 to >=1.3.2,<1.5 by dependabot in https://github.com/IFCA-Advanced-Computing/frouros/pull/292
* Update README.md by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/294
* Fix concept drift SEA example by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/295
* Update scipy requirement from <1.12,>=1.11.4 to >=1.11.4,<1.13 by dependabot in https://github.com/IFCA-Advanced-Computing/frouros/pull/296
* Add Python version to bug report by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/298
* Add missing required flag for Python versions in bug report by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/299
* Add concept and data drift icons to README.md by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/300
* Update torch requirement from <2.2,>=2.1.2 to >=2.1.2,<2.3 by dependabot in https://github.com/IFCA-Advanced-Computing/frouros/pull/302
* Update torchvision requirement from <0.17,>=0.16.2 to >=0.16.2,<0.18 by dependabot in https://github.com/IFCA-Advanced-Computing/frouros/pull/301
* Bump codecov/codecov-action from 3 to 4 by dependabot in https://github.com/IFCA-Advanced-Computing/frouros/pull/303
* Add Energy distance data drift method by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/305
* Add Baumgartner-Weiss-Schindler test data drift method by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/306
* Fix detectors README by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/307
* Add Kuiper's test data drift method by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/308
* Update MMD_advance.ipynb notebook by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/304
* Add methods to compute p-values in PermutationTestDistanceBased callback by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/309
* Update package version by jaime-cespedes-sisniega in https://github.com/IFCA-Advanced-Computing/frouros/pull/310


**Full Changelog**: https://github.com/IFCA-Advanced-Computing/frouros/compare/v0.6.1...v0.7.0

Added

- Precompute kernel matrix values of reference data in MMD (speed up `compare` method if has to be used multiple times) 269

Changed

Removed

Fixed

- Missing MMD chunk_size in statistical kwargs 267

Added

- API examples to each detector 255
- API examples to remaining objects (callbacks and datasets) 258

Changed

- sphinx version from <7.1,>=5.3.0 to >=5.3.0,<7.2 254
- ipywidgets version from <8.1,>=8.0.0 to >=8.0.0,<8.2 256
- callbacks do not use kwargs anymore 261
- README.md examples 263

Removed

- mSPRT and WarningSamplesBuffer callbacks (temporary deprecated) 258
- Unused common folder 260
- Remove kwargs from __init__ method in statistical tests 262
- Remove unused additional parameters from update method in DDM_advance example 264

Fixed

- Reject H0 condition in data drift detectors notebooks 253
- Utils documentation section 257
- Minimum numpy version that affects concept drift notebooks examples 259

Added

Changed

Removed

Fixed

- RBF kernel calculation 247
- MMD statistic test method 248
- p-values calculation in `PermutationTestDistanceBased` callback 249