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Intel® Extension for Scikit-learn 2023.2.0

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@maria-Petrova maria-Petrova released this 24 Jul 16:24
9d1c4e9

The release of Intel® Extension for Scikit-learn 2023.2.0 introduces the following changes:

❌ Deprecation Notice

  • The compression functionality in the Intel® oneDAL library is deprecated. Starting with the 2024.0 release, oneDAL will not support the compression functionality
  • The DAAL CPP SYCL Interfaces in the Intel® oneDAL library are deprecated. Starting with the 2024.0 release, oneDAL will not support the DAAL CPP SYCL Interfaces
  • The Java* interfaces in the Intel® oneDAL library are marked as deprecated. The future releases of the oneDAL library may no longer include support for these Java* interfaces
  • ABI compatibility is to be broken as part of the 2024.0 release of Intel® oneDAL. The library’s major version is to be incremented to two to enforce the relinking of existing applications
  • macOS* support is deprecated for oneDAL. The 2023.x releases are the last to provide it

🛠️ Library Engineering

  • CSR tables interface has been changed and moved from detail namespace

🚨 What's New

  • Introduced new Intel® oneDAL functionality:
    • Distributed KMeans++ algorithm
    • Logistic Loss objective algorithm
  • Introduced new functionality for Intel® Extension for Scikit-learn:
    • NaN(missing values) support was added to Model Builders
  • Improved performance for the following Intel® Extension for Scikit-learn algorithms:
    • Model Builders performance has been improved up to 2x