Topic: gradient-boosting

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

EpistasisLab / tpot

5.4k

A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.

machine-learning python data-science automl automation scikit-learn hyperparameter-optimization model-selection parameter-tuning automated-machine-learning random-forest gradient-boosting feature-engineering xgboost

Python Updated Mar 1, 2019

slundberg / shap

4.2k

A unified approach to explain the output of any machine learning model.

interpretability machine-learning deep-learning gradient-boosting shap

Jupyter Notebook Updated Mar 22, 2019 7 issues need help

catboost / catboost

3.8k

A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, reg…

machine-learning decision-trees gradient-boosting gbm gbdt python r kaggle gpu-computing catboost tutorial categorical-features gpu coreml data-science big-data cuda data-mining

C++ Updated Mar 22, 2019 30 issues need help

ClimbsRocks / auto_ml

1.2k

[UNMAINTAINED] Automated machine learning for analytics & production

Python Updated Nov 1, 2018

zygmuntz / hyperband

383

Tuning hyperparams fast with Hyperband

hyperparameters hyperparameter-optimization hyperparameter-tuning gradient-boosting-classifier gradient-boosting machine-learning

Python Updated Aug 15, 2018

elucideye / drishti

213

Real time eye tracking for embedded and mobile devices.

hunter ios android gradient-boosting object-detection face-detection xgboost eye-tracking acf face-tracking dlib c-plus-plus drishti

C++ Updated Mar 13, 2019

arogozhnikov / infiniteboost

160

InfiniteBoost: building infinite ensembles with gradient descent

machine-learning research gradient-boosting random-forest experiments

Jupyter Notebook Updated Sep 17, 2018

rickiepark / handson-ml

143

도서 "핸즈온 머신러닝"의 예제와 연습문제를 담은 주피터 노트북입니다.

deep-learning machine-learning tensorflow scikit-learn python neural-network recurrent-neural-networks reinforcement-learning autoencoder deep-neural-networks ensemble-learning svm random-forest gradient-boosting xgboost

Forked from ageron/handson-ml Jupyter Notebook Updated Mar 12, 2019

cheng-li / pyramid

131

Open source Machine Learning library written in Java

machine-learning machine-learning-library java gradient-boosting multi-label-classification

Java Updated Mar 22, 2019

qiyiping / gbdt

76

machine-learning boosting-algorithms gbm gradient-boosting gradient-boosting-machine gbdt gbrt gradient-boosting-decision-trees

C++ Updated Nov 6, 2017

mjbahmani / Machine-Learning-Workflow-with-Python

72

This is a comprehensive ML techniques with python: Define the Problem- Specify Inputs & Outputs- Data Collection- Exp…

Jupyter Notebook Updated Feb 16, 2019

sh1ng / arboretum

50

Gradient Boosting powered by GPU(NVIDIA CUDA)

arboretum gpu machine-learning cuda gradient-boosting-machine gradient-boosting python

Cuda Updated Jun 16, 2018

bsharchilev / influence_boosting

15

Supporting code for the paper "Finding Influential Training Samples for Gradient Boosted Decision Trees"

python catboost influence-functions machine-learning machine-learning-algorithms paper gradient-boosting

Python Updated Mar 3, 2018

KwokHing / YandexCatBoost-Python-Demo

13

Demo on the capability of Yandex CatBoost gradient boosting classifier on a fictitious IBM HR dataset obtained from K…

python python27 catboost gradient-boosting-classifier gradient-boosting pearson-correlation variance-analysis feature-selection one-hot-encode seaborn yandex-catboost data-preprocessing

Jupyter Notebook Updated Dec 10, 2017

onepanelio / automl

12

Onepanel AutoML

automl machine-learning automated-machine-learning data-science gradient-boosting scikit-learn python deep-learning artificial-intelligence hyperparameter-optimization hyperparameter-tuning xgboost model-selection

Python Updated Jun 6, 2018

serengil / decision-trees-for-ml

11

Building Decision Trees From Scratch In Python

decision-tree gradient-boosting gradient-boosting-machine boosting bagging id3 c45 cart regression-trees lightgbm xgboost random-forest machine-learning gbm adaboost

Jupyter Notebook Updated Mar 13, 2019

mratsim / Apartment-Interest-Prediction

11

Predict people interest in renting specific NYC apartments. The challenge combines structured data, geolocalization, …

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

Jupyter Notebook Updated Nov 4, 2017

khumbuai / kaggle_avito_demand

9

24th place solution of Avitos demand prediction challenge hosted on kaggle.com

nlp computer-vision recommender-system neural-network gradient-boosting

Python Updated Oct 14, 2018

tmoerman / arboreto

8

A scalable python-based framework for gene regulatory network inference using tree-based ensemble regressors.

python dask scalable gene-regulation machine-learning ensemble-learning random-forest gradient-boosting inference network

Jupyter Notebook Updated Aug 22, 2018

fstandhartinger / LightGbmDotNet

7

A .NET wrapper for the LightGBM machine learning library

machine learning machine-learning lightgbm csharp dotnet gradient-boosting

C# Updated Jul 4, 2018

UnixJunkie / orxgboost

7

Gradient boosting for OCaml using the R xgboost package under the carpet

xgboost r gradient-boosted-trees gradient-boosting machine-learning ocaml-library classification regression

OCaml Updated Nov 21, 2018

MaxHalford / starboost

6

⭐️

🚀 Gradient boosting on steroids

gradient-boosting machine-learning python scikit-learn

Python Updated Feb 11, 2019

benedekrozemberczki / BoostedFactorization

6

An implementation of "L-EnsNMF: Boosted Local Topic Discovery via Ensemble of Nonnegative Matrix Factorization" (ICDM…

Python Updated Mar 7, 2019

aertslab / GRNBoost

6

Scalable inference of gene regulatory networks using Apache Spark and XGBoost

gene regulatory networks inference gradient-boosting spark scalable

Scala Updated Feb 8, 2018

benedekrozemberczki / AV_Ultimate_Student_Hunt

5

Solution for the Ultimate Student Hunt Challenge (1st place).

winning-entry machine-learning r analytics-vidhya-competition kaggle driven-data competition xgboost gradient-boosting extreme-gradient-boosting supervised-learning distributed-machine-learning data-cleaning forecasting weather-forecast data-engineering data-engineering-pipeline student-hunt

R Updated Oct 5, 2016

RubixML / Housing

4

An example project that predicts house prices for a Kaggle competition using a Gradient Boosted Machine.

rubix-ml gradient-boosting gradient-boosting-machine gradient-boosted-trees regression housing dataset machine-learning analytics php machine-learning-tutorial housing-prices kaggle gradient-descent gradient-boosting-regressor data-science

PHP Updated Feb 9, 2019

epxjk82 / airbnKEY

4

This capstone project aims to utilize machine learning to predict the earning power of a room rented out on Airbnb.

regression-models nlp boosting-algorithms bootstrapping python flask scikit-learn gradient-boosting feature-engineering imputation scraping-websites

Jupyter Notebook Updated Apr 3, 2017

jieyima / Cryptocurrency_Investment_Analysis_and_Modeling

4

Machine learning regression algorithm on cryptocurrency stock price for the next 30 days.

machine-learning regression plotly bitcoin cryptocurrency portfolio gradient-boosting extra-trees-classifier price-prediction stock-prediction litecoin monero ethereum

Jupyter Notebook Updated Mar 12, 2018

benedekrozemberczki / Societe-General

4

Solution for ENS - Societe Generale Challenge (1st place).

boosting xgboost gradient-boosting differential-privacy hacking data-leakage machine-learning prediction binary-classification machine-learning-competition winning-entry societe-general ensembles classification-tree oild-production-forecast panel-data forecasting competition supervised-learning

R Updated Jun 22, 2017

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Repositories 123