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The Top 629 Lightgbm Open Source Projects

Categories > Machine Learning > Lightgbm
Lightgbm ⭐ 13,829
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.
dependent packages 352total releases 29most recent commit 2 days agopypi lightgbm} Downloads
Ml Nlp ⭐ 10,874
此项目是机器学习(Machine Learning)、深度学习(Deep Learning)、NLP面试中常考到的知识点和代码实现，也是作为一个算法工程师必会的理论基础知识。
most recent commit 5 months ago
Synapseml ⭐ 3,301
Simple and Distributed Machine Learning
dependent packages 1total releases 3most recent commit 3 days agopypi synapseml} Downloads
Dmtk ⭐ 2,761
Microsoft Distributed Machine Learning Toolkit
most recent commit 4 years ago
Mars ⭐ 2,420
Mars is a tensor-based unified framework for large-scale data computation which scales numpy, pandas, scikit-learn and Python functions.
dependent packages 1total releases 114most recent commit 15 hours agopypi pymars} Downloads
Eli5 ⭐ 2,385
A library for debugging/inspecting machine learning classifiers and explaining their predictions
total releases 11most recent commit a year ago
Forecasting ⭐ 2,122
Time Series Forecasting Best Practices & Examples
most recent commit 5 months ago
M2cgen ⭐ 2,100
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
dependent packages 3total releases 13most recent commit 4 days agopypi m2cgen} Downloads
Awesome Decision Tree Papers ⭐ 1,944
A collection of research papers on decision, classification and regression trees with implementations.
most recent commit 3 months ago
Mljar Supervised ⭐ 1,866
Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation
dependent packages 2total releases 76most recent commit a month agopypi mljar-supervised} Downloads
Auto_ml ⭐ 1,442
[UNMAINTAINED] Automated machine learning for analytics & production
dependent packages 2total releases 78most recent commit 3 years agopypi auto_ml} Downloads
Mlbox ⭐ 1,282
MLBox is a powerful Automated Machine Learning python library.
total releases 21most recent commit 4 months ago
Lambda Packs ⭐ 1,041
Precompiled packages for AWS Lambda
most recent commit 7 months ago
Autodl ⭐ 944
Automated Deep Learning without ANY human intervention. 1'st Solution for AutoDL [email protected]
total releases 2most recent commit 4 months ago
Awesome Gradient Boosting Papers ⭐ 782
A curated list of gradient boosting research papers with implementations.
most recent commit 3 months ago
Alphapy ⭐ 758
Automated Machine Learning [AutoML] with Python, scikit-learn, Keras, XGBoost, LightGBM, and CatBoost
total releases 25most recent commit a month ago
Lightgbm Doc Zh ⭐ 675
LightGBM 中文文档
most recent commit a year ago
Hyperparameter_hunter ⭐ 635
Easy hyperparameter optimization and automatic result saving across machine learning algorithms and libraries
dependent packages 1total releases 16most recent commit a year agopypi hyperparameter-hunter} Downloads
Eps ⭐ 565
Machine learning for Ruby
total releases 14most recent commit 5 months ago
Openscoring ⭐ 562
REST web service for the true real-time scoring (<1 ms) of Scikit-Learn, R and Apache Spark models
dependent packages 1total releases 34most recent commit 3 months ago
R ⭐ 524
Collection of various algorithms implemented in R.
most recent commit a month ago
Ai_competitions ⭐ 492
AI比赛相关信息汇总
most recent commit 5 days ago
Deepgbm ⭐ 424
Implementation for the paper "DeepGBM: A Deep Learning Framework Distilled by GBDT for Online Prediction Tasks", which has been accepted by KDD'2019.
most recent commit 2 years ago
Daily Deeplearning ⭐ 411
🔥机器学习/深度学习/Python/算法面试/自然语言处理教程/剑指offer/machine learning/deeplearning/Python/Algorithm interview/NLP Tutorial
most recent commit 10 months ago
Open Solution Home Credit ⭐ 400
Open solution to the Home Credit Default Risk challenge 🏡
most recent commit 3 years ago
Eland ⭐ 371
Python Client and Toolkit for DataFrames, Big Data, Machine Learning and ETL in Elasticsearch
dependent packages 2total releases 23most recent commit 10 days agopypi eland} Downloads
Always Learning ⭐ 341
404 Not Found的知识库：计算机理论基础、计算机技术基础、底层研究、安全技术、安全研究、人工智能、企业安全
most recent commit a year ago
Pylightgbm ⭐ 328
Python binding for Microsoft LightGBM
most recent commit 3 years ago
Sorel 20m ⭐ 324
Sophos-ReversingLabs 20 million sample dataset
most recent commit a year ago
Open Solution Mapping Challenge ⭐ 316
Open solution to the Mapping Challenge 🌎
most recent commit a year ago
Data_mining_models ⭐ 296
Basic data mining model, including feature importance display
most recent commit 2 years ago
Shap Hypetune ⭐ 287
A python package for simultaneous Hyperparameters Tuning and Features Selection for Gradient Boosting Models.
total releases 8most recent commit 2 months ago
Neptune Client ⭐ 283
📒 Experiment tracking tool and model registry
dependent packages 21total releases 133most recent commit 3 days agopypi neptune-client} Downloads
Bdci2018 Chinauuicom 1st Solution ⭐ 271
这是BDCI2018的联通赛题第一名解决方案
most recent commit 4 years ago
My Data Competition Experience ⭐ 271
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
most recent commit a year ago
Mlserver ⭐ 243
An inference server for your machine learning models, including support for multiple frameworks, multi-model serving and more
dependent packages 13total releases 33most recent commit 17 hours agopypi mlserver} Downloads
Lightgbm Gbdt Lr ⭐ 242
a python code of applying GBDT+LR for CTR prediction
most recent commit 4 years ago
Leaves ⭐ 230
pure Go implementation of prediction part for GBRT (Gradient Boosting Regression Trees) models from popular frameworks
dependent packages 1total releases 2most recent commit a year ago
Tinygbt ⭐ 224
A Tiny, Pure Python implementation of Gradient Boosted Trees.
most recent commit 2 years ago
Hypergbm ⭐ 194
A full pipeline AutoML tool for tabular data
total releases 5most recent commit 6 days ago
Laurae ⭐ 194
Advanced High Performance Data Science Toolbox for R by Laurae
most recent commit 5 years ago
Remixautoml ⭐ 194
R package for automation of machine learning, forecasting, feature engineering, model evaluation, model interpretation, recommenders, and EDA.
most recent commit 2 days ago
Gbm Perf ⭐ 180
Performance of various open source GBM implementations
most recent commit a year ago
Tencent Contest ⭐ 177
most recent commit 4 years ago
Ai Algorithm Engineer Knowledge ⭐ 176
努力成为一名合格有水平的AI算法工程师
most recent commit a year ago
Codes For Wsdm Cup Music Rec 1st Place Solution ⭐ 173
most recent commit 4 years ago
Nyoka ⭐ 160
Nyoka is a Python library that helps to export ML models into PMML (PMML 4.4.1 Standard).
dependent packages 3total releases 40most recent commit 23 days agopypi nyoka} Downloads
Vehicle License Plate Recognition ⭐ 155
🔥 🔥🔥基于Python的车牌检测和识别系统：
most recent commit 3 years ago
Tencent_social_ads2017_mobile_app_pcvr ⭐ 151
Tencent Social Ads 2017 contest rank 20
most recent commit 5 years ago
Benchmarks ⭐ 147
Comparison tools
most recent commit a month ago
Recotour ⭐ 147
A tour through recommendation algorithms in python [IN PROGRESS]
most recent commit 8 months ago
Jpmml Lightgbm ⭐ 146
Java library and command-line application for converting LightGBM models to PMML
dependent packages 1total releases 48most recent commit 3 months ago
Kaggle Competition Favorita ⭐ 138
5th place solution for Kaggle competition Favorita Grocery Sales Forecasting
most recent commit 4 years ago
Pwpae Concept Drift Detection And Adaptation ⭐ 138
Data stream analytics: Implement online learning methods to address concept drift in data streams using the River library. Code for the paper entitled "PWPAE: An Ensemble Framework for Concept Drift Adaptation in IoT Data Streams" accepted in IEEE GlobeCom 2021.
most recent commit 2 months ago
Unbiased_lambdamart ⭐ 134
Code for WWW'19 "Unbiased LambdaMART: An Unbiased Pairwise Learning-to-Rank Algorithm", which is based on LightGBM
most recent commit 3 years ago
Amazon Sagemaker Local Mode ⭐ 123
Amazon SageMaker Local Mode Examples
most recent commit 6 days ago
Lleaves ⭐ 119
Compiler for LightGBM gradient-boosted trees, based on LLVM. Speeds up prediction by ≥10x.
total releases 8most recent commit 2 months ago
Ai Deployment ⭐ 116
关注AI模型上线、模型部署
most recent commit 10 months ago
Learning_to_rank ⭐ 114
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。Use LightGBM to learn ranking, including data processing, model training, model decision visualization, model interpretability and prediction, etc.
most recent commit 10 months ago
Kdd_cup_2018 ⭐ 109
KDD CUP 2018
most recent commit 4 years ago
Kaggle Quora Question Pairs ⭐ 106
My solution to Kaggle Quora Question Pairs competition (Top 2%, Private LB log loss 0.13497).
most recent commit 2 years ago
Aws Machine Learning University Dte ⭐ 106
Machine Learning University: Decision Trees and Ensemble Methods
most recent commit 3 days ago
Kaggledays 2019 Gbdt ⭐ 90
Kaggle Days Paris - Competitive GBDT Specification and Optimization Workshop
most recent commit 5 months ago
Kaggle Recruit Restaurant ⭐ 86
🏆 Kaggle 8th place solution
most recent commit 4 years ago
Arch Data Science ⭐ 83
Archlinux PKGBUILDs for Data Science, Machine Learning, Deep Learning, NLP and Computer Vision
most recent commit 3 years ago
Treesnip ⭐ 81
Parsnip backends for `tree`, `lightGBM` and `Catboost`
most recent commit a month ago
Machinelearninglab ⭐ 80
Some experiments about Machine Learning
most recent commit 2 years ago
Dask Lightgbm ⭐ 77
dependent packages 1total releases 2most recent commit a year agopypi dask-lightgbm} Downloads
Tianchi Trajectory Data Mining ⭐ 75
天池DCIC2020船只轨迹数据挖掘比赛算法阶段Rank 3解决方案：
most recent commit 6 days ago
Tencent2017_final_rank28_code ⭐ 75
2017第一届腾讯社交广告高校算法大赛Rank28_code
most recent commit 5 years ago
Ml Pipeline ⭐ 74
Using Kafka-Python to illustrate a ML production pipeline
most recent commit a year ago
Autogbt Alt ⭐ 73
An experimental Python package that reimplements AutoGBT using LightGBM and Optuna.
most recent commit 3 years ago
Datafountain Intelligent Credit Score ⭐ 70
most recent commit 3 years ago
Dc Hi_guides ⭐ 70
[Data Castle 算法竞赛] 精品旅行服务成单预测 final rank 11
most recent commit 4 years ago
Lightgbm_predict4j ⭐ 70
A java implementation of LightGBM predicting part
most recent commit 10 months ago
Recommenders_engine_example_layout ⭐ 69
An example cross-platform movie recommendation application built using Xamarin.Forms and Azure ML service
most recent commit 3 years ago
Ijcai18 Mama Ads Competition ⭐ 68
IJCAI-18 阿里妈妈搜索广告转化预测初赛方案
most recent commit 4 years ago
Zalo Hit Song Prediction ⭐ 65
Hit Song prediction given singer name,composer name, release day, name of the song, the mp3 of the song. The detail of competition here https://challenge.zalo.ai/portal/hit-song. Here is the code and idea for 2nd place position on public and private board
most recent commit 2 years ago
Df Early Warning Of The Wind Power System ⭐ 65
most recent commit 4 years ago
Sort Algorithm ⭐ 65
数据结构、机器学习、常用算法、经典案例、排序、加密算法
most recent commit 4 years ago
Lightgbm.jl ⭐ 64
Julia FFI interface to Microsoft's LightGBM package
most recent commit a day ago
Urban Region Function Classification ⭐ 61
most recent commit 3 years ago
Jlboost.jl ⭐ 61
A 100%-Julia implementation of Gradient-Boosting Regression Tree algorithms
most recent commit a year ago
Alpha Zero Boosted ⭐ 60
A "build to learn" Alpha Zero implementation using Gradient Boosted Decision Trees (LightGBM)
most recent commit 2 years ago
Sparkgbm ⭐ 57
Spark-based GBM
most recent commit 2 years ago
Lightgbm Ruby ⭐ 56
High performance gradient boosting for Ruby
most recent commit 4 months ago
Auto Flow ⭐ 56
AutoFlow : Automatic machine learning workflow modeling platform
most recent commit 2 years ago
Avito Demand ⭐ 54
Avito Demand Prediction Challenge 🏬
most recent commit 4 years ago
Quantumforest ⭐ 53
Fast Differentiable Forest lib with the advantages of both decision trees and neural networks
most recent commit 6 months ago
2018 Iflytek Marketing Algorithms Competition Finals Rank1 ⭐ 52
2018科大讯飞营销算法大赛（冠军方案）
most recent commit 3 years ago
Machine_learning_code ⭐ 52
《统计学习方法》与常见机器学习模型(GBDT/XGBoost/lightGBM/catBoost/F
most recent commit 2 years ago
Fast_retraining ⭐ 50
Show how to perform fast retraining with LightGBM in different business cases
most recent commit 3 years ago
Rlightgbm ⭐ 50
R Interface for LightGBM
most recent commit 5 years ago
Cikm Analyticup 2018 ⭐ 50
CIKM AnalytiCup 2018 – 阿里小蜜机器人跨语言短文本匹配算法竞赛 – Rank12方案
most recent commit 4 years ago
Mlforecast ⭐ 49
Scalable machine learning based time series forecasting.
total releases 11most recent commit 8 days ago
Imba ⭐ 49
most recent commit 5 years ago
Lightgbm Gpu ⭐ 48
Development Repository for GPU-accelerated GBDT training
most recent commit 5 years ago
Lightgbm With Focal Loss ⭐ 48
An implementation of the focal loss to be used with LightGBM for binary and multi-class classification problems
most recent commit 3 years ago
Autotabular ⭐ 45
Automatic machine learning for tabular data. ⚡🔥⚡
total releases 2most recent commit 6 months ago
Activeuserprediction ⭐ 43
predict app users that will be active in some period of time given log information of the users
most recent commit 4 years ago
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