Just by adding two lines of code, we can drastically improve the performance. Intel Extension for SciKit-learn package dynamically patches scikit-learn estimators while improving performance of machine learning algorithms particularly for Intel CPUs and GPUs.

More details regarding usage and benchmarks can be find here : https://www.intel.com/content/www/us/en/developer/tools/oneapi/scikit-learn.html

Just by adding these two lines at the top should do the job.

from sklearnex import patch_sklearn
patch_sklearn()

I can help if, anyone is interested in doing it. Else, I can do it.

Other contributors, let me know if you have any suggestions ?