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The Top 35 Lightgbm Open Source Projects

Categories > Machine Learning > Lightgbm
Lightgbm ⭐ 12,257
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.
Dmtk ⭐ 2,772
Microsoft Distributed Machine Learning Toolkit
Eli5 ⭐ 2,307
A library for debugging/inspecting machine learning classifiers and explaining their predictions
Mmlspark ⭐ 2,268
Microsoft Machine Learning for Apache Spark
Mars ⭐ 2,056
Mars is a tensor-based unified framework for large-scale data computation which scales Numpy, pandas, Scikit-learn and Python functions.
Adversarial Robustness Toolbox ⭐ 2,047
Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning Security - Evasion, Poisoning, Extraction, Inference
Forecasting ⭐ 1,775
Time Series Forecasting Best Practices & Examples
M2cgen ⭐ 1,763
Transform ML models into a native code (Java, C, Python, Go, JavaScript, Visual Basic, C#, R, PowerShell, PHP, Dart, Haskell, Ruby) with zero dependencies
Awesome Decision Tree Papers ⭐ 1,717
A collection of research papers on decision, classification and regression trees with implementations.
Auto_ml ⭐ 1,524
[UNMAINTAINED] Automated machine learning for analytics & production
Mlbox ⭐ 1,197
MLBox is a powerful Automated Machine Learning python library.
Lambda Packs ⭐ 992
Precompiled packages for AWS Lambda
Mljar Supervised ⭐ 939
Automates Machine Learning Pipeline with Feature Engineering and Hyper-Parameters Tuning 🚀
Autodl ⭐ 849
Automated Deep Learning without ANY human intervention. 1'st Solution for AutoDL [email protected]
Awesome Gradient Boosting Papers ⭐ 703
A curated list of gradient boosting research papers with implementations.
Hyperparameter_hunter ⭐ 648
Easy hyperparameter optimization and automatic result saving across machine learning algorithms and libraries
Openscoring ⭐ 534
REST web service for the true real-time scoring (<1 ms) of Scikit-Learn, R and Apache Spark models
Ai_competitions ⭐ 444
AI比赛相关信息汇总
Open Solution Home Credit ⭐ 397
Open solution to the Home Credit Default Risk challenge 🏡
Open Solution Mapping Challenge ⭐ 289
Open solution to the Mapping Challenge 🌎
My Data Competition Experience ⭐ 267
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
Leaves ⭐ 260
pure Go implementation of prediction part for GBRT (Gradient Boosting Regression Trees) models from popular frameworks
Eland ⭐ 235
Python Client and Toolkit for DataFrames, Big Data, Machine Learning and ETL in Elasticsearch
Unbiased_lambdamart ⭐ 179
Code for WWW'19 "Unbiased LambdaMART: An Unbiased Pairwise Learning-to-Rank Algorithm", which is based on LightGBM
Gbm Perf ⭐ 175
Performance of various open source GBM implementations
Kaggle Competition Favorita ⭐ 169
5th place solution for Kaggle competition Favorita Grocery Sales Forecasting
Recotour ⭐ 141
A tour through recommendation algorithms in python [IN PROGRESS]
Benchmarks ⭐ 138
Comparison tools
Nyoka ⭐ 123
Nyoka is a Python library to export ML/DL models into PMML (PMML 4.4.1 Standard).
Lightgbm With Focal Loss ⭐ 98
An implementation of the focal loss to be used with LightGBM for binary and multi-class classification problems
Learning_to_rank ⭐ 92
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。
Dc Hi_guides ⭐ 83
[Data Castle 算法竞赛] 精品旅行服务成单预测 final rank 11
Lightgbm_predict4j ⭐ 64
A java implementation of LightGBM predicting part
Open Solution Value Prediction ⭐ 34
Open solution to the Santander Value Prediction Challenge 🐠
Text Classification Benchmark ⭐ 18
文本分类基准测试
1-35 of 35 projects
Advertising 📦 10
All Projects
Application Programming Interfaces 📦 124
Applications 📦 192
Artificial Intelligence 📦 78
Blockchain 📦 73
Build Tools 📦 113
Cloud Computing 📦 80
Code Quality 📦 28
Collaboration 📦 32
Command Line Interface 📦 49
Community 📦 83
Companies 📦 60
Compilers 📦 63
Computer Science 📦 80
Configuration Management 📦 42
Content Management 📦 175
Control Flow 📦 213
Data Formats 📦 78
Data Processing 📦 276
Data Storage 📦 135
Economics 📦 64
Frameworks 📦 215
Games 📦 129
Graphics 📦 110
Hardware 📦 152
Integrated Development Environments 📦 49
Learning Resources 📦 166
Legal 📦 29
Libraries 📦 129
Lists Of Projects 📦 22
Machine Learning 📦 347
Mapping 📦 64
Marketing 📦 15
Mathematics 📦 55
Media 📦 239
Messaging 📦 98
Networking 📦 315
Operating Systems 📦 89
Operations 📦 121
Package Managers 📦 55
Programming Languages 📦 245
Runtime Environments 📦 100
Science 📦 42
Security 📦 396
Social Media 📦 27
Software Architecture 📦 72
Software Development 📦 72
Software Performance 📦 58
Software Quality 📦 133
Text Editors 📦 49
Text Processing 📦 136
User Interface 📦 330
User Interface Components 📦 514
Version Control 📦 30
Virtualization 📦 71
Web Browsers 📦 42
Web Servers 📦 26
Web User Interface 📦 210