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Search results for lightgbm

309 search results found

Lightgbm ⭐ 16,056

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.

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。

Synapseml ⭐ 4,989

Simple and Distributed Machine Learning

Mljar Supervised ⭐ 2,867

Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation

Microsoft Distributed Machine Learning Toolkit

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

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

Forecasting ⭐ 2,540

Time Series Forecasting Best Practices & Examples

M2cgen ⭐ 2,411

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

Awesome Decision Tree Papers ⭐ 2,266

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

Auto_ml ⭐ 1,442

[UNMAINTAINED] Automated machine learning for analytics & production

Mlbox ⭐ 1,403

MLBox is a powerful Automated Machine Learning python library.

Lambda Packs ⭐ 1,100

Precompiled packages for AWS Lambda

Alphapy ⭐ 1,003

Automated Machine Learning [AutoML] with Python, scikit-learn, Keras, XGBoost, LightGBM, and CatBoost

Automated Deep Learning without ANY human intervention. 1'st Solution for AutoDL challenge@NeurIPS.

Xorbits ⭐ 946

Scalable Python DS & ML, in an API compatible & lightning fast way.

Awesome Gradient Boosting Papers ⭐ 930

A curated list of gradient boosting research papers with implementations.

Skforecast ⭐ 792

Time series forecasting with scikit-learn models

Collection of various algorithms implemented in R.

Lightgbm Doc Zh ⭐ 735

LightGBM 中文文档

Hyperparameter_hunter ⭐ 635

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

Mlforecast ⭐ 635

Scalable machine 🤖 learning for time series forecasting.

Machine learning for Ruby

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

Openscoring ⭐ 565

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

Mlserver ⭐ 562

An inference server for your machine learning models, including support for multiple frameworks, multi-model serving and more

Ai_competitions ⭐ 539

AI比赛相关信息汇总

Daily Deeplearning ⭐ 532

🔥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

Neptune Client ⭐ 518

📘 The MLOps stack component for experiment tracking

Shap Hypetune ⭐ 496

A python package for simultaneous Hyperparameters Tuning and Features Selection for Gradient Boosting Models.

Fasttreeshap ⭐ 485

Fast SHAP value computation for interpreting tree-based models

Open Solution Home Credit ⭐ 446

Open solution to the Home Credit Default Risk challenge 🏡

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.

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

Open Solution Mapping Challenge ⭐ 363

Open solution to the Mapping Challenge 🌎

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

Pylightgbm ⭐ 328

Python binding for Microsoft LightGBM

Hypergbm ⭐ 306

A full pipeline AutoML tool for tabular data

Data_mining_models ⭐ 296

Basic data mining model, including feature importance display

Lleaves ⭐ 279

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

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

Bdci2018 Chinauuicom 1st Solution ⭐ 271

这是BDCI2018的联通赛题第一名解决方案

Intrusion Detection System Using Machine Learning ⭐ 248

Code for IDS-ML: intrusion detection system development using machine learning algorithms (Decision tree, random forest, extra trees, XGBoost, stacking, k-means, Bayesian optimization..)

Lightgbm Gbdt Lr ⭐ 242

a python code of applying GBDT+LR for CTR prediction

Autoquant ⭐ 227

R package for automation of machine learning, forecasting, model evaluation, and model interpretation

Tinygbt ⭐ 224

A Tiny, Pure Python implementation of Gradient Boosted Trees.

Amazon Sagemaker Local Mode ⭐ 220

Amazon SageMaker Local Mode Examples

Unbiased_lambdamart ⭐ 220

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

Advanced High Performance Data Science Toolbox for R by Laurae

Learning_to_rank ⭐ 184

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.

Gbm Perf ⭐ 180

Performance of various open source GBM implementations

Lightgbmlss ⭐ 179

An extension of LightGBM to probabilistic modelling

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

Tencent Contest ⭐ 177

Aws Machine Learning University Dte ⭐ 177

Machine Learning University: Decision Trees and Ensemble Methods

Ai Algorithm Engineer Knowledge ⭐ 176

努力成为一名合格有水平的AI算法工程师

Pwpae Concept Drift Detection And Adaptation ⭐ 175

Data stream analytics: Implement online learning methods to address concept drift and model 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" published in IEEE GlobeCom 2021.

Codes For Wsdm Cup Music Rec 1st Place Solution ⭐ 173

Jpmml Lightgbm ⭐ 163

Java library and command-line application for converting LightGBM models to PMML

Benchmarks ⭐ 157

Comparison tools

Vehicle License Plate Recognition ⭐ 155

🔥 🔥🔥基于Python的车牌检测和识别系统：

Tencent_social_ads2017_mobile_app_pcvr ⭐ 151

Tencent Social Ads 2017 contest rank 20

Recotour ⭐ 147

A tour through recommendation algorithms in python [IN PROGRESS]

Kaggle Competition Favorita ⭐ 138

5th place solution for Kaggle competition Favorita Grocery Sales Forecasting

Ai Deployment ⭐ 116

关注AI模型上线、模型部署

Kdd_cup_2018 ⭐ 109

Kaggle Quora Question Pairs ⭐ 106

My solution to Kaggle Quora Question Pairs competition (Top 2%, Private LB log loss 0.13497).

Kaggle Recruit Restaurant ⭐ 103

🏆 Kaggle 8th place solution

Kaggledays 2019 Gbdt ⭐ 93

Kaggle Days Paris - Competitive GBDT Specification and Optimization Workshop

Train Gradient Boosting models that are both high-performance *and* Fair!

Lightgbm.jl ⭐ 85

Julia FFI interface to Microsoft's LightGBM package

Arch Data Science ⭐ 83

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

Treesnip ⭐ 81

Parsnip backends for `tree`, `lightGBM` and `Catboost`

All Relevant Feature Selection

Machinelearninglab ⭐ 80

Some experiments about Machine Learning

Dask Lightgbm ⭐ 77

Tencent2017_final_rank28_code ⭐ 75

2017第一届腾讯社交广告高校算法大赛Rank28_code

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：

Ml Pipeline ⭐ 74

Using Kafka-Python to illustrate a ML production pipeline

Autogbt Alt ⭐ 73

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

Dc Hi_guides ⭐ 70

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

Lightgbm_predict4j ⭐ 70

A java implementation of LightGBM predicting part

Datafountain Intelligent Credit Score ⭐ 70

Recommenders_engine_example_layout ⭐ 69

An example cross-platform movie recommendation application built using Xamarin.Forms and Azure ML service

Ijcai18 Mama Ads Competition ⭐ 68

IJCAI-18 阿里妈妈搜索广告转化预测初赛方案

Auto Flow ⭐ 66

AutoFlow : Automatic machine learning workflow modeling platform

Lightgbm Ruby ⭐ 66

High performance gradient boosting for Ruby

Df Early Warning Of The Wind Power System ⭐ 65

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

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

머신러닝/딥러닝(PyTorch, TensorFlow) 전용 도커입니다. 한글 폰트, 한글 자연어처리 패키지(konlpy), 형태소 분석기, Timezone 등의 설정 등을 추가 하였습니다.

Jlboost.jl ⭐ 61

A 100%-Julia implementation of Gradient-Boosting Regression Tree algorithms

Urban Region Function Classification ⭐ 61

Alpha Zero Boosted ⭐ 60

A "build to learn" Alpha Zero implementation using Gradient Boosted Decision Trees (LightGBM)

Lightgbm Rs ⭐ 58

LightGBM Rust binding

Power Laws Forecasting ⭐ 57

Winners of the Power Laws forecasting competition

Sparkgbm ⭐ 57

Spark-based GBM

Mljar Examples ⭐ 55

Examples how MLJAR can be used

Avito Demand ⭐ 54

Avito Demand Prediction Challenge 🏬

Quantumforest ⭐ 53

Fast Differentiable Forest lib with the advantages of both decision trees and neural networks

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