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awesome-gradient-boosting-papers

benedekrozemberczki /awesome-gradient-boosting-papers

A curated list of gradient boosting research papers with implementations.

classifier machine-learning deep-learning random-forest h2o xgboost lightgbm gradient-boosting-machine adaboost decision-tree gradient-boosting-classifier classification-algorithm gradient-boosting boosting classification-trees xgboost-algorithm catboost gradient-boosted-trees classification-tree gradient-boosting-decision-trees

UpdatedMar 16, 2024
Python

fabsig /GPBoost

Combining tree-boosting with Gaussian process and mixed effects models

python data-science machine-learning r cpp artificial-intelligence mixed-effects gaussian-processes boosting

UpdatedMar 15, 2025
C++

dmitryikh /leaves

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

go golang machine-learning xgboost lightgbm decision-trees boosting

UpdatedJul 3, 2024
Go

aws-samples /aws-machine-learning-university-dte

Machine Learning University: Decision Trees and Ensemble Methods

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

UpdatedSep 17, 2024
Jupyter Notebook

fengyang95 /tiny_ml

numpy 实现的周志华《机器学习》书中的算法及其他一些传统机器学习算法

machine-learning clustering numpy svm regression python3 classification gbdt ensemble decision-tree dimension-reduction boosting lr

UpdatedDec 6, 2019
Python

DoubangoTelecom /compv

Insanely fast Open Source Computer Vision library for ARM and x86 devices (Up to #50 times faster than OpenCV)

machine-learning arm computer-vision neural-network assembler artificial-intelligence text-recognition x86 artificial-neural-networks pattern-recognition adaboost support-vector-machines boosting ocr-recognition gpgpu-computing

UpdatedFeb 28, 2025
C++

Kazuhito00 /OpenCV-Object-Tracker-Python-Sample

Python版OpenCVのTracking APIの比較サンプル

tracker python opencv mil tld object-tracking object-tracker boosting kcf goturn medianflow csrt mosse dasiamrpn

UpdatedJan 26, 2024
Python

serengil /decision-trees-for-ml

Building Decision Trees From Scratch In Python

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

UpdatedNov 3, 2019
Jupyter Notebook

fabsig /KTBoost

A Python package which implements several boosting algorithms with different combinations of base learners, optimization algorithms, and loss functions.

machine-learning statistics artificial-intelligence gbdt gbm boosting ktboost grabit

UpdatedNov 22, 2021
Python

miniboosts

rmitsuboshi /miniboosts

A collection of boosting algorithms written in Rust 🦀

rust machine-learning neural-network gradient-boosting-machine adaboost gradient-boosting boosting boosting-algorithm lpboost erlpboost totalboost softboost smoothboost adaboost-star corrective-erlpboost graph-separation-boosting

UpdatedFeb 4, 2025
Rust

provably-robust-boosting

max-andr /provably-robust-boosting

Provably Robust Boosted Decision Stumps and Trees against Adversarial Attacks [NeurIPS 2019]

boosted-trees boosting adversarial-attacks provable-defense boosted-decision-stumps

UpdatedApr 25, 2020
Python

danielhanchen /sciblox

sciblox - Easier Data Science and Machine Learning

python data-science machine-learning data-mining sklearn data-visualization imputation data-analysis data-preprocessing boosting

UpdatedJul 28, 2017
HTML

sharmaroshan /HR-Analytics

Analyzing the HR Criteria of a Company and how they promote their Employees and keep Balance between them using Data Analytics, Data Visualizations, and Machine Learning Models for Classification Purposes.

python statistics xgboost machinelearning boosting datavisualization analytics-vidhya-competition dataanalysis catboost datapreprocessing googlecolab featureextraction lgboost

UpdatedMay 23, 2019
Jupyter Notebook

Donny-Hikari /Viola-Jones

A face detection program in python using Viola-Jones algorithm.

machine-learning computer-vision face-detection adaboost haar-cascade viola-jones boosting emsembling

UpdatedJun 24, 2018
Python

SteamTimeIdler /stidler

Error support for **idlesteam.com**

boost hour boosting idling

UpdatedFeb 4, 2023

jay15summer /Two-stage-TrAdaboost.R2

transfer-learning boosting multi-task-learning twostagetradaboostr2 mtl-boosting-regression

UpdatedJun 21, 2018
Python

Bin-Cao /TrAdaboost

[An Introduction to Materials Informatics, Prof. Zhang Tong-yi] The transfer learning code for understanding and teaching : Boosting for transfer learning with single / multiple source(s)

transfer-learning boosting tradaboost twostagetradaboostr2 multisourcetradaboost tasktradaboost transferstacking expboost

UpdatedOct 8, 2024
Python

Machine_Learning

SudhakarKuma /Machine_Learning

A repository of resources for understanding the concepts of machine learning/deep learning.

machine-learning clustering dimensionality-reduction preprocessing imbalanced-data smote boosting f1-score supervised-machine-learning unsupervised-machine-learning bagging knn-classification summer-school iiith seaborn-plots datacamp-projects datacamp-machine-learning critical-concepts

UpdatedJul 24, 2021
Jupyter Notebook

Puneet2000 /In-Depth-ML

In depth machine learning resources

machine-learning svm probability cross-validation regression cnn kaggle gan rnn ensemble logistic-regression preprocessing decision-trees boosting-algorithms stacking linear-discriminant-analysis boosting perceptron-learning-algorithm transpose-convolution

UpdatedDec 4, 2018
Jupyter Notebook

BoostedFactorization

benedekrozemberczki /BoostedFactorization

An implementation of "Multi-Level Network Embedding with Boosted Low-Rank Matrix Approximation" (ASONAM 2019).

machine-learning data-mining word2vec sklearn deepwalk matrix-factorization dimensionality-reduction gradient-boosting-machine unsupervised-learning network-embedding nmf gradient-boosting boosting node2vec factorization-machine nmf-decomposition node-embedding l-ensnmf boosting-machine boostedne

UpdatedSep 19, 2022
Python

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