The Top 32 Lightgbm Open Source Projects

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The Top 32 Lightgbm Open Source Projects

Categories > Machine Learning > Lightgbm

Lightgbm ⭐11,837

A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.

Microsoft Distributed Machine Learning Toolkit

A library for debugging/inspecting machine learning classifiers and explaining their predictions

Mmlspark ⭐2,190

Microsoft Machine Learning for Apache Spark

Mars is a tensor-based unified framework for large-scale data computation which scales Numpy, Pandas and Scikit-learn.

Adversarial Robustness Toolbox ⭐1,845

Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning Security - Evasion, Poisoning, Extraction, Inference

M2cgen ⭐1,700

Transform ML models into a native code (Java, C, Python, Go, JavaScript, Visual Basic, C#, R, PowerShell, PHP, Dart, Haskell, Ruby) with zero dependencies

Forecasting ⭐1,614

Time Series Forecasting Best Practices & Examples

Auto_ml ⭐1,504

[UNMAINTAINED] Automated machine learning for analytics & production

Awesome Decision Tree Papers ⭐1,491

A collection of research papers on decision, classification and regression trees with implementations.

MLBox is a powerful Automated Machine Learning python library.

Lambda Packs ⭐982

Precompiled packages for AWS Lambda

Automated Deep Learning without ANY human intervention. 1'st Solution for AutoDL [email protected]

Hyperparameter_hunter ⭐630

Easy hyperparameter optimization and automatic result saving across machine learning algorithms and libraries

Awesome Gradient Boosting Papers ⭐621

A curated list of gradient boosting research papers with implementations.

Mljar Supervised ⭐573

Automates Machine Learning Pipeline with Feature Engineering and Hyper-Parameters Tuning 🚀

Openscoring ⭐529

REST web service for the true real-time scoring (<1 ms) of R, Scikit-Learn and Apache Spark models

Ai_competitions ⭐420

AI比赛相关信息汇总

Open Solution Home Credit ⭐390

Open solution to the Home Credit Default Risk challenge 🏡

Open Solution Mapping Challenge ⭐268

Open solution to the Mapping Challenge 🌎

pure Go implementation of prediction part for GBRT (Gradient Boosting Regression Trees) models from popular frameworks

My Data Competition Experience ⭐210

本人多次机器学习与大数据竞赛Top5的经验总结，满满的干货，拿好不谢

Python Client and Toolkit for DataFrames, Big Data, Machine Learning and ETL in Elasticsearch

Unbiased_lambdamart ⭐163

Code for WWW'19 "Unbiased LambdaMART: An Unbiased Pairwise Learning-to-Rank Algorithm", which is based on LightGBM

Kaggle Competition Favorita ⭐159

5th place solution for Kaggle competition Favorita Grocery Sales Forecasting

Gbm Perf ⭐157

Performance of various open source GBM implementations

Benchmarks ⭐136

Comparison tools

Recotour ⭐133

A tour through recommendation algorithms in python [IN PROGRESS]

Dc Hi_guides ⭐83

[Data Castle 算法竞赛] 精品旅行服务成单预测 final rank 11

Learning_to_rank ⭐68

利用lightgbm做(learning to rank)排序学习，包括数据处理、模型训练、模型决策可视化、模型可解释性以及预测等。

Open Solution Value Prediction ⭐34

Open solution to the Santander Value Prediction Challenge 🐠

Text Classification Benchmark ⭐17

文本分类基准测试

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