Daal4py

Intel® Extension for Scikit-learn* is happy to introduce 2024.6.0 release!

:rotating_light: What's New

* Introduced new Intel® Extension for Scikit-learn* functionality:
* `Incremental PCA` algorithm
* NumPy 2.0 support
* scikit-learn 1.5 support
* CSR data support in `Basic Statistics` algorithm

:beetle: Bug Fixes

* Fix incorrect numpy to table conversion on Windows
* Fix issues with dpnp/dpctl regressor score method

Acknowledgements
Thanks to everyone who helped us make 2024.6.0 release possible!

Alexsandruss, Alexandr-Solovev, Vika-F, icfaust, napetrov, maria-Petrova, ahuber21, ethanglaser, samir-nasibli, aepanchi, emmwalsh, olegkkruglov, razdoburdin, avolkov-intel, md-shafiul-alam

**Full Changelog**: https://github.com/intel/scikit-learn-intelex/compare/2024.5.0...2024.6.0

Intel® Extension for Scikit-learn* is happy to introduce 2024.5.0 release!

:rotating_light: What's New

* Introduced new Intel® Extension for Scikit-learn* functionality:
* `IncrementalLinearRegression` interface
* `IncrementalEmpiricalCovariance` interface to `patch_map`

:beetle: Bug Fixes

* Fix dpnp/dpctl F-contiguous data processing

Acknowledgements
Thanks to everyone who helped us make 2024.5.0 release possible!

Alexsandruss, Alexandr-Solovev, Vika-F, icfaust, napetrov, maria-Petrova, ahuber21, ethanglaser, samir-nasibli, aepanchi, emmwalsh, olegkkruglov, razdoburdin, avolkov-intel, md-shafiul-alam

**Full Changelog**: https://github.com/intel/scikit-learn-intelex/compare/2024.4.0...2024.5.0

Intel® Extension for Scikit-learn* is happy to introduce 2024.4.0 release!

:rotating_light: What's New

* Introduced new Intel® Extension for Scikit-learn* functionality:
* `IncrementalBasicStatistics` interface
* Added `_n_inner_iter` attribute for Logistic Regression
* Added `assume_centered` capability to `EmpiricalCovariance`

* Improved Intel® Extension for Scikit-learn* performance for the following algorithms:
* PCA

:beetle: Bug Fixes

* Fix `sample_weight` check for `IncrementalBasicStatistics`
* Fix dpnp/dpctl slowdown in `fit` method of neighbors algorithms

Acknowledgements
Thanks to everyone who helped us make 2024.4.0 release possible!

Alexsandruss, Alexandr-Solovev, Vika-F, icfaust, napetrov, maria-Petrova, ahuber21, ethanglaser, samir-nasibli, aepanchi, emmwalsh, olegkkruglov, razdoburdin, avolkov-intel, md-shafiul-alam

**Full Changelog**: https://github.com/intel/scikit-learn-intelex/compare/2024.3.0...2024.4.0

Intel® Extension for Scikit-learn* is happy to introduce 2024.3.0 release!

:rotating_light: What's New

* Introduced new Intel® Extension for Scikit-learn* functionality:
* `model_selection` in sklearnex namespace
* SPMD backend library is separated from dpc backend
* PCA algorithm is moved out of preview namespace

* Improved Intel® Extension for Scikit-learn* performance for the following algorithms:
* PCA

:beetle: Bug Fixes

* Fix `test_patching` routines for intelex-only sklearnex estimators
* Update sklearnex init based on SPMD backend changes
* Fix import error by adding conditional check of `OFF_ONEDAL_IFACE` flag when importing onedal

:x: Deprecation Notice

* Sklearn estimators in onedal4py `LinReg` and `k-Means` algorithms is deprecated for usage


Acknowledgements
Thanks to everyone who helped us make 2024.3.0 release possible!

Alexsandruss, Alexandr-Solovev, Vika-F, icfaust, napetrov, ahuber21, ethanglaser, samir-nasibli, aepanchi, olegkkruglov, razdoburdin, maria-Petrova, avolkov-intel, md-shafiul-alam

**Full Changelog**: https://github.com/intel/scikit-learn-intelex/compare/2024.2.0...2024.3.0

Intel® Extension for Scikit-learn* is happy to introduce 2024.2.0 release!

:rotating_light: What's New

* Introduced new Intel(R) Extension for Scikit-learn* functionality:
* Incremental Covariance algorithm
* Logistic Regression algorithm is moved out of preview namespace
* SPMD interfaces support: Logistic Regression, Covariance

:hammer: Library Engineering

* Enabled scikit-learn 1.4 support

:beetle: Bug Fixes

* Adjusted `n_jobs` parameter setting
* Updated DPCPP detection in setup
* Fix of k-Means SPMD timeout
* Correct disabling of CatBoost SHAP
* Fix `LocalOutlierFactor` kneighbors method

Acknowledgements
Thanks to everyone who helped us make 2024.2.0 release possible!

Alexsandruss, icfaust, napetrov, ahuber21, ethanglaser, samir-nasibli, aepanchi, olegkkruglov, razdoburdin, maria-Petrova, avolkov-intel

**Full Changelog**: https://github.com/intel/scikit-learn-intelex/compare/2024.1.0...2024.2.0

Intel® Extension for Scikit-learn* is happy to introduce 2024.1.0 release!

:rotating_light: What's New

* New Intel® Extension for Scikit-learn* functionality:
* SHAP support for symmetric CatBoost models
* Added oneDAL LinReg and Covariance hyperparameters API
* Added LogisticRegression interface to the preview section
* Initial support of `n_jobs` parameter

Acknowledgements
Thanks to everyone who helped us make 2024.1.0 release possible!

Alexsandruss, icfaust, napetrov, ahuber21, ethanglaser, samir-nasibli, aepanchi, olegkkruglov, razdoburdin, KulikovNikita, maria-Petrova, avolkov-intel

**Full Changelog**: https://github.com/intel/scikit-learn-intelex/compare/2024.0.1...2024.1.0