Intel® Extension for Scikit-learn* 2024.3.0

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

🚨 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

🪲 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

❌ 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: 2024.2.0...2024.3.0