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Intel® oneAPI Data Analytics Library 2023.1.0

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@maria-Petrova maria-Petrova released this 02 May 12:57
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The release Intel® oneAPI Data Analytics Library 2023.1 introduces the following changes:

📚Support Materials

🛠️ Library Engineering

  • Reduced the size of Intel® oneDAL library by approximately ~30%
  • Enabled NuGet distribution channel for Intel® oneDAL on Linux and MacOS

🚨 What's New

  • Introduced new Intel® oneDAL functionality:
    • Distributed Linear Regression, kNN, PCA algorithms
  • Introduced new functionality for Intel® Extension for Scikit-learn:
    • Enabled PCA, Linear Regression, Random Forest algorithms and SPMD policy as preview
    • Scikit-learn 1.2 support
    • sklearn_is_patched() function added to validate status of algorithms patching
  • Improved performance for the following Intel® Extension for Scikit-learn algorithms:
    • t-SNE for “Burnes-Hut” algorithm
    • SVM algorithm for single row inference

❗ Known Issues

  • In certain conditions DAAL SYCL interface might hang with L0 backend – please use oneDAL DPC interfaces instead. If older interfaces are required OpenCL backend can be used as workaround.