scikit-learn-intelex
AlgorithmsAndDataStructure
| scikit-learn-intelex | AlgorithmsAndDataStructure | |
|---|---|---|
| 3 | 1 | |
| 1,161 | 691 | |
| 1.1% | - | |
| 9.5 | 5.5 | |
| 3 days ago | over 1 year ago | |
| Python | C++ | |
| Apache License 2.0 | MIT License |
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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.
AlgorithmsAndDataStructure
What are some alternatives?
cuml - cuML - RAPIDS Machine Learning Library
algoexpert-data-structures-algorithms - A collection of solutions for all problem statements on the AlgoExpert Coding Interview platform.
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-Python - All the essential resources and template code needed to understand and practice data structures and algorithms in python with few small projects to demonstrate their practical application.
xgb_vs_lightgbm - comparison of prediction times
binarytree - Python Library for Studying Binary Trees
eland - Python Client and Toolkit for DataFrames, Big Data, Machine Learning and ETL in Elasticsearch
Basic-Algorithms - Basic algorithms and data structures written in different programming languages
scikit-learn - scikit-learn: machine learning in Python
Wizium - Insanely fast crossword generator
Lime-For-Time - Application of the LIME algorithm by Marco Tulio Ribeiro, Sameer Singh, Carlos Guestrin to the domain of time series classification
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.