Intel® Extension for Scikit-learn* 2024.4.0

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

🚨 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

🪲 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: 2024.3.0...2024.4.0