scikit-learn-intelex
oneDAL
| scikit-learn-intelex | oneDAL | |
|---|---|---|
| 3 | 1 | |
| 1,161 | 593 | |
| 1.1% | 0.3% | |
| 9.5 | 9.3 | |
| 4 days ago | 3 days ago | |
| Python | C++ | |
| Apache License 2.0 | Apache License 2.0 |
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scikit-learn-intelex
- Machine Learning with PyTorch and Scikit-Learn – The *New* Python ML Book
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Improving xgb prediction times on a single core
I can recommend https://github.com/intel/scikit-learn-intelex. We have been using this and it works great. The prediction time is greatly reduced and it has been running very stable. It's super easy to install and convert the trained XGB models to this Intel format.
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Intel Extension for Scikit-Learn
Looks like they are responding to https://github.com/intel/scikit-learn-intelex#-acceleration
I completely agree. I hope some Intel competitor funds a scikit-learn developer to read this code and extract all the portable performance improvements.
oneDAL
What are some alternatives?
cuml - cuML - RAPIDS Machine Learning Library
nebula - A distributed block-based data storage and compute engine
m2cgen - Transform ML models into a native code (Java, C, Python, Go, JavaScript, Visual Basic, C#, R, PowerShell, PHP, Dart, Haskell, Ruby, F#, Rust) with zero dependencies
Data-Structures-and-Algorithms - Data Structures and Algorithms implemented In Python, C, C++, Java or any other languages. Aimed to help strengthen the concepts of DSA. Give a Star 🌟 if it helps you.
xgb_vs_lightgbm - comparison of prediction times
DataFrame - C++ DataFrame for statistical, Financial, and ML analysis -- in modern C++ using native types and contiguous memory storage
AlgorithmsAndDataStructure - Algorithms And DataStructure Implemented In Python, Java & CPP, Give a Star 🌟If it helps you
ClickHouse - ClickHouse® is a free analytics DBMS for big data
eland - Python Client and Toolkit for DataFrames, Big Data, Machine Learning and ETL in Elasticsearch
igel - a delightful machine learning tool that allows you to train, test, and use models without writing code
scikit-learn - scikit-learn: machine learning in Python
twinning - Data Twinning