All Categories → Machine Learning → lightgbm

Top 68 lightgbm open source projects

Eland

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

✭ 235

python machine-learning elasticsearch data-analysis pandas big-data scikit-learn etl dataframe lightgbm

Eli5

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

✭ 2,477

python Jupyter Notebook machine-learning nlp data-science scikit-learn xgboost lightgbm inspection explanation crfsuite

Mmlspark

Simple and Distributed Machine Learning

Unbiased lambdamart

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

✭ 180

lightgbm

Gbm Perf

Performance of various open source GBM implementations

✭ 177

html machine-learning benchmark xgboost lightgbm

Mars

Mars is a tensor-based unified framework for large-scale data computation which scales numpy, pandas, scikit-learn and Python functions.

✭ 2,308

python javascript cython C++shell c machine-learning pytorch tensorflow numpy pandas scikit-learn xgboost tensor dataframe lightgbm dask ray statsmodels joblib

Lightgbm

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.

✭ 13,293

python r C++c Cuda shell machine-learning distributed microsoft data-mining parallel kaggle lightgbm decision-trees gradient-boosting gbdt gbm gbrt

Kaggle Competition Favorita

5th place solution for Kaggle competition Favorita Grocery Sales Forecasting

✭ 169

python deep-learning machine-learning keras cnn lstm time-series kaggle lightgbm

Forecasting

Time Series Forecasting Best Practices & Examples

✭ 2,123

python r jupyter-notebook deep-learning machine-learning artificial-intelligence time-series best-practices automl forecasting lightgbm tidyverse hyperparameter-tuning retail prophet demand-forecasting model-deployment azure-ml dilated-cnn

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

✭ 1,962

python java powershell dart rust Visual Basic .NET machine-learning scikit-learn xgboost lightning lightgbm statistical-learning statsmodels

Awesome Decision Tree Papers

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

Benchmarks

Comparison tools

✭ 139

jupyter-notebook gpu classification benchmark kaggle regression xgboost quality comparison speed lightgbm h2o

Recotour

A tour through recommendation algorithms in python [IN PROGRESS]

✭ 140

python3 jupyter-notebook deep-learning collaborative-filtering matrix-factorization lightgbm

Nyoka

Nyoka is a Python library to export ML/DL models into PMML (PMML 4.4.1 Standard).

✭ 127

python deep-learning machine-learning scikit-learn xgboost lightgbm

Auto ml

[UNMAINTAINED] Automated machine learning for analytics & production

Lightgbm With Focal Loss

An implementation of the focal loss to be used with LightGBM for binary and multi-class classification problems

✭ 103

python python3 lightgbm

Learning to rank

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。

✭ 92

python lightgbm

Dc Hi guides

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

✭ 83

python data-mining xgboost lightgbm stacking

Mlbox

MLBox is a powerful Automated Machine Learning python library.

✭ 1,199

python deep-learning machine-learning data-science keras optimization classification distributed pipeline kaggle automl regression encoding prediction xgboost lightgbm automated-machine-learning stacking

Lightgbm predict4j

A java implementation of LightGBM predicting part

✭ 64

java lightgbm

Lambda Packs

Precompiled packages for AWS Lambda

✭ 997

python pytorch tensorflow aws keras serverless opencv aws-lambda numpy pandas selenium sklearn spacy tesseract phantomjs lightgbm pillow

Open Solution Value Prediction

Open solution to the Santander Value Prediction Challenge 🐠

✭ 34

python deep-learning machine-learning data-science open-source education training sklearn xgboost reproducibility lightgbm competition

Mljar Supervised

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

✭ 961

python machine-learning data-science neural-network scikit-learn automl xgboost hyperparameter-optimization random-forest feature-engineering lightgbm automated-machine-learning

Autodl

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

✭ 854

python machine-learning pytorch tensorflow data-science artificial-intelligence ai deeplearning big-data resnet automl feature-engineering nas lightgbm automated-machine-learning

Text Classification Benchmark

文本分类基准测试

✭ 18

python machine-learning text-classification xgboost svm logistic-regression random-forest lightgbm

Awesome Gradient Boosting Papers

A curated list of gradient boosting research papers with implementations.

✭ 704

python deep-learning machine-learning xgboost random-forest classifier lightgbm gradient-boosting h2o

Hyperparameter hunter

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

✭ 648

python deep-learning machine-learning data-science keras neural-network artificial-intelligence ai optimization scikit-learn ml sklearn xgboost hyperparameter-optimization feature-engineering lightgbm hyperparameter-tuning

Openscoring

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

✭ 536

java r api real-time scikit-learn apache-spark xgboost lightgbm

Ai competitions

AI比赛相关信息汇总

✭ 443

ai matplotlib sklearn xgboost lightgbm

Open Solution Home Credit

Open solution to the Home Credit Default Risk challenge 🏡

✭ 397

python python3 deep-learning machine-learning open-source pipeline kaggle xgboost feature-engineering reproducibility lightgbm competition

Open Solution Mapping Challenge

Open solution to the Mapping Challenge 🌎

✭ 291

python deep-learning machine-learning data-science pipeline kaggle unet satellite-imagery lightgbm competition

My Data Competition Experience

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

✭ 271

python deep-learning machine-learning data-science sql gan automl xgboost hyperparameter-optimization feature-engineering lightgbm kaggle-competition

Leaves

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

✭ 261

go golang machine-learning xgboost lightgbm decision-trees

Dmtk

Microsoft Distributed Machine Learning Toolkit

✭ 2,766

machine-learning microsoft lightgbm multiverso dmtk

HousePrice

住房月租金预测大数据赛TOP1

✭ 17

python xgboost lightgbm

HyperGBM

A full pipeline AutoML tool for tabular data

✭ 172

python Dockerfile tabular-data xgboost semi-supervised-learning gbm lightgbm ensemble-learning dask preprocessing automl distributed-training datacleaning catboost pseudo-labeling fullpipeline adversarial-validation automl-pipeline-selection

mobileRiskUser

基于移动网络通讯行为的风险用户识别 (15th/624)

✭ 29

Jupyter Notebook lightgbm feature datamining

HumanOrRobot

a solution for competition of kaggle `Human or Robot`

✭ 16

Jupyter Notebook machine-learning sklearn kaggle kaggle-competition xgboost lightgbm

Arch-Data-Science

Archlinux PKGBUILDs for Data Science, Machine Learning, Deep Learning, NLP and Computer Vision

arfs

All Relevant Feature Selection

✭ 21

python feature-selection lightgbm boruta shadow-features allrelevant

ai-deployment

关注AI模型上线、模型部署

✭ 149

Jupyter Notebook mxnet tensorflow deploy scikit-learn keras pytorch pyspark xgboost lightgbm pmml spark-ml onnx

lleaves

Compiler for LightGBM gradient-boosted trees, based on LLVM. Speeds up prediction by ≥10x.

✭ 132

python shell machine-learning llvm lightgbm decision-trees gradient-boosting

xgboost-lightgbm-hyperparameter-tuning

Bayesian Optimization and Grid Search for xgboost/lightgbm

✭ 40

python xgboost lightgbm grid-search bayesian-optimization hyperparameter-tuning

Tencent2017 Final Rank28 code

2017第一届腾讯社交广告高校算法大赛Rank28_code

✭ 85

python data-mining xgboost lightgbm cvr

Kaggle-Competition-Sberbank

Top 1% rankings (22/3270) code sharing for Kaggle competition Sberbank Russian Housing Market: https://www.kaggle.com/c/sberbank-russian-housing-market

✭ 31

python machine-learning kaggle xgboost lightgbm ensemble-learning regression-models

kaggle-plasticc

Solution to Kaggle's PLAsTiCC Astronomical Classification Competition

✭ 50

python neural-network astronomy kaggle curve-fitting lightgbm stacking

autogbt-alt

An experimental Python package that reimplements AutoGBT using LightGBM and Optuna.

✭ 76

python shell machine-learning kaggle lightgbm automl gradient-boosting

recsys2019

The complete code and notebooks used for the ACM Recommender Systems Challenge 2019

✭ 26

Jupyter Notebook python challenge recurrent-neural-networks xgboost recommender lightgbm learning-to-rank acm recommender-system recommender-systems recommendation-algorithms catboost tensorflow-ranking

aws-machine-learning-university-dte

Machine Learning University: Decision Trees and Ensemble Methods

✭ 119

Jupyter Notebook machine-learning random-forest tabular-data xgboost lightgbm decision-trees boosting catboost

SynapseML

Simple and Distributed Machine Learning

Apartment-Interest-Prediction

Predict people interest in renting specific NYC apartments. The challenge combines structured data, geolocalization, time data, free text and images.

✭ 17

Jupyter Notebook python machine-learning natural-language-processing clustering kaggle kaggle-competition xgboost lightgbm gradient-boosting geolocalization

mltb

Machine Learning Tool Box

✭ 25

python shell visualization machine-learning metrics tensorflow keras plot hyperparameter-optimization lightgbm matplotlib hyperopt metric hyperparameter-tuning gradient-boosted-trees

LightGBM.jl

LightGBM.jl provides a high-performance Julia interface for Microsoft's LightGBM.

✭ 40

julia machine-learning julia-language gbm lightgbm

lightgbmExplainer

An R package that makes lightgbm models fully interpretable (take reference from https://github.com/AppliedDataSciencePartners/xgboostExplainer)

✭ 22

r lightgbm

ml-pipeline

Using Kafka-Python to illustrate a ML production pipeline

✭ 90

Jupyter Notebook python machine-learning hyperparameter-optimization lightgbm hyperopt kafka-python mlflow

datascienv

datascienv is package that helps you to setup your environment in single line of code with all dependency and it is also include pyforest that provide single line of import all required ml libraries

✭ 53