Topic: lightgbm

Microsoft / LightGBM

A fast, distributed, high performance gradient boosting (GBDT, GBRT, GBM or MART) framework based on decision tree al…

gbdt gbm machine-learning data-mining distributed lightgbm gbrt microsoft decision-trees gradient-boosting python r parallel kaggle

C++ Updated Mar 22, 2019 33 issues need help

Microsoft / DMTK

2.6k

Microsoft Distributed Machine Learning Toolkit

dmtk multiverso lightgbm microsoft machine-learning

Updated Sep 12, 2018

TeamHG-Memex / eli5

1.3k

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

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

Jupyter Notebook Updated Mar 21, 2019 15 issues need help

ClimbsRocks / auto_ml

1.2k

[UNMAINTAINED] Automated machine learning for analytics & production

Python Updated Nov 1, 2018

ryfeus / lambda-packs

660

Precompiled packages for AWS Lambda

Python Updated Mar 22, 2019

AxeldeRomblay / MLBox

646

MLBox is a powerful Automated Machine Learning python library.

Python Updated Jan 28, 2019

openscoring / openscoring

434

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

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

Java Updated Mar 6, 2019

neptune-ml / open-solution-home-credit

305

Open solution to the Home Credit Default Risk challenge 🏡

machine-learning deep-learning kaggle pipeline feature-engineering reproducible-experiments reproducibility pipeline-framework lightgbm xgboost neptune competition credit-scoring credit-risk open-source python python3 python35

Python Updated Mar 19, 2019

HunterMcGushion / hyperparameter_hunter

217

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

artificial-intelligence machine-learning hyperparameter-optimization hyperparameter-tuning neural-network keras scikit-learn xgboost lightgbm catboost regularized-greedy-forest deep-learning data-science python machine-learning-algorithms rgf sklearn optimization experimentation

Python Updated Mar 21, 2019 5 issues need help

neptune-ml / open-solution-mapping-challenge

108

Open solution to the Mapping Challenge 🌎

data-science machine-learning deep-learning kaggle python satellite-imagery data-science-learning lightgbm unet unet-image-segmentation unet-pytorch neptune machine-learning-lab mapping-challenge crowdai competition pipeline pipeline-framework

Python Updated Mar 19, 2019

catboost / benchmarks

87

Comparison tools

benchmark comparison quality speed gpu ranking classification regression catboost xgboost lightgbm kaggle h2o

Jupyter Notebook Updated Jan 16, 2019

dmitryikh / leaves

86

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

machine-learning lightgbm xgboost decision-trees boosting go golang

Go Updated Mar 16, 2019

szilard / GBM-perf

85

Performance of various open source GBM implementations

machine-learning gradient-boosting-machine gbm h2oai xgboost lightgbm benchmark

R Updated Jun 2, 2018

LenzDu / Kaggle-Competition-Favorita

77

5th place solution for Kaggle competition Favorita Grocery Sales Forecasting

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

Python Updated Feb 6, 2018

HuangCongQing / AI_competitions

69

Updated Mar 18, 2019

MaxHalford / kaggle-recruit-restaurant

65

🏆 Kaggle 8th place solution

kaggle lightgbm kaggle-recruit-restaurant timeseries

Jupyter Notebook Updated Feb 7, 2018

mratsim / Arch-Data-Science

63

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

Shell Updated Jan 19, 2019

Dojocat-GO / Tencent2017_Final_Rank28_code

63

2017第一届腾讯社交广告高校算法大赛Rank28_code

cvr xgboost lightgbm data-mining

Python Updated Jun 30, 2017

classtag / ijcai18-mama-ads-competition

53

IJCAI-18 阿里妈妈搜索广告转化预测初赛方案

ijcai-18 admin catboost lightgbm ctr tianchi data-processing

Jupyter Notebook Updated Apr 22, 2018

Azure / fast_retraining

47

Show how to perform fast retraining with LightGBM in different business cases

lightgbm xgboost boosted-trees machine-learning gpu benchmark azure distributed-systems gbdt gbm gbrt kaggle

Jupyter Notebook Updated Sep 5, 2017

darraghdog / avito-demand

45

Avito Demand Prediction Challenge 🏬

mlp rnn lightgbm sklearn python3 r datatable

Jupyter Notebook Updated Jun 30, 2018

lyg5623 / lightgbm_predict4j

42

A java implementation of LightGBM predicting part

gbdt lightgbm java realtime-predict

Java Updated Aug 8, 2018

aerdem4 / kaggle-plasticc

39

Solution to Kaggle's PLAsTiCC Astronomical Classification Competition

kaggle curve-fitting stacking neural-network lightgbm astronomy

Python Updated Dec 19, 2018

yongyehuang / DC-hi_guides

34

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

data-mining xgboost lightgbm stacking

Python Updated Apr 12, 2018

Allardvm / LightGBM.jl

30

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

lightgbm machine-learning gbm julia julia-language

Julia Updated Nov 9, 2017

neptune-ml / open-solution-value-prediction

27

Open solution to the Santander Value Prediction Challenge 🐠

machine-learning deep-learning data-science reproducibility reproducible-experiments open-source education training python lightgbm xgboost sklearn pipeline-framework ensemble-model neptune santander competition banking-applications

Python Updated Jan 6, 2019

Hanszhuang / mobileRiskUser

23

基于移动网络通讯行为的风险用户识别 (15th/624)

feature datamining lightgbm

Jupyter Notebook Updated Jun 12, 2018

alipay / jpmml-sparkml-lightgbm

22

JPMML-SparkML plugin for converting LightGBM-Spark models to PMML

pmml apache-spark sparkml lightgbm machine-learning

Java Updated Dec 3, 2018 3 issues need help

lantanacamara / lightgbmExplainer

20

An R package that makes lightgbm models fully interpretable (take reference from https://github.com/AppliedDataScienc…

lightgbm

R Updated Jul 22, 2018

LenzDu / Kaggle-Competition-Sberbank

18

Top 1% rankings (22/3270) code sharing for Kaggle competition Sberbank Russian Housing Market: https://www.kaggle.com…

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

Python Updated Sep 14, 2017

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