{"repo":"uxlfoundation/scikit-learn-intelex","free":true,"listed":false,"github":"https://github.com/uxlfoundation/scikit-learn-intelex","clone":"git clone https://github.com/uxlfoundation/scikit-learn-intelex.git","description":"Extension for Scikit-learn is a seamless way to speed up your Scikit-learn application","language":"Python","stars":1355,"topics":["oneapi","scikit-learn","machine-learning-algorithms","data-analysis","machine-learning","python","swrepo","ai-machine-learning","big-data","analytics"],"license":"Apache-2.0","category":"machine-learning","readme_excerpt":"Extension for scikit-learn Speed up your scikit-learn applications for CPUs and GPUs across single- and multi-node configurations Releases       Documentation       Examples       Support      License    --- Overview Extension for scikit-learn is a free software AI accelerator designed to deliver up to 100X acceleration to existing workflows from scikit-learn, which is the most widely-used Python library for machine learning on tabular data. This software acceleration is achieved with vector instructions, AI hardware-specific memory optimizations, threading, and optimizations. With Extension for scikit-learn, you can: Get an average speed up of 8.5x on training and inference with equivalent mathematical accuracy Benefit from performance improvements across different hardware configurations, including GPUs and multi-GPU configurations Integrate the extension into your existing scikit-learn applications without code modifications Continue to use the open-source scikit-learn API Enable and disable the extension with a couple of lines of code or at the command line Acceleration Benchmarks code Optimizations Easiest way to benefit from accelerations from the extension is by patching scikit-learn with it: - Enable CPU optimizations - Enable GPU optimizations Note: executing on GPU has additional system software requirements - see details. :eyes: Read abo","default_branch":null,"files":null,"tree":[],"storefront":"/r/uxlfoundation","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/uxlfoundation/scikit-learn-intelex/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}