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benedekrozemberczki /awesome-gradient-boosting-papers

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Star1k

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

UpdatedJan 5, 2026
Python

sandipanpaul21 /Tree-Based-Models-in-Python

Star12

Tree based algorithm in machine learning including both theory and codes. Topics including from decision tree regression and classification to random forest tree and classification. Grid Search is also included.

random-forest grid-search decision-tree decision-boundary regression-trees grid-search-hyperparameters classification-tree decision-regions

UpdatedDec 7, 2021
Jupyter Notebook

benedekrozemberczki /Societe-General

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Star6

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

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

UpdatedDec 19, 2021
R

trajceskijovan /Custumer-Churn

Star4

Customer Churn Analysis in R: Logistic, Classification Tree, XGBoost, Random Forest.

r random-forest eda xgboost logistic-regression data-wrangling feature-engineering churn-prediction rscript feature-importance churn-analytics classification-tree customer-churn-analysis

UpdatedJul 29, 2021
R

YankaiGroup /RADDT

Star3

"ReLU+Argmin"-based Differentiable Decision Tree (Spotlight Paper at NeurIPS 2025)

decision-tree classification-tree regression-tree oblique-decision-tree gradient-based-decision-tree entire-tree-optimization

UpdatedOct 18, 2025
Python

maoqiangqiang /GET

Star1

Gradient-based Entire Tree Optimization For Oblique Decision Tree

decision-tree classification-tree oblique-decision-tree gradient-based-decision-tree entire-tree-optimization regession-tree

UpdatedJun 1, 2025
Python

PopDiana /heart_disease_analysis

Star1

r svm heart-disease-analysis classification-tree

UpdatedJan 18, 2020
R

ozturkfemre /classification

Star1

R | Classification Project

machine-learning statistics random-forest rstudio classification rstats support-vector-machines roc-curve descriptive-statistics quadratic-discriminant-analysis linear-discriminant-analysis random-forest-classifier roc-auc classification-tree heart-disease-classification bagging-classifier

UpdatedJan 16, 2025
Jupyter Notebook

veeveetran /tech-mental-health

Star1

Building a binary classification model to determine whether or not an employee in the tech industry chooses to seek treatment for a mental health condition

machine-learning r tech machine-learning-algorithms health employee-management decision-trees mental-health logistic-regression-models classification-tree

UpdatedMar 15, 2018

maoqiangqiang /RADDT

Star1

"ReLU+Argmin"-based Differentiable Decision Tree (Spotlight Paper at NeurIPS 2025)

decision-tree classification-tree regression-tree oblique-decision-tree gradient-based-decision-tree entire-tree-optimization

UpdatedOct 18, 2025
Python

erivandosena /ml-example

Star0

Exemplo de aprendizagem de máquina por K-ésimo Vizinho mais Próximo usando Python

python machine-learning aprendizado-de-maquina regression-models knn-classification classification-tree

UpdatedMar 1, 2024
Jupyter Notebook

MNLR /rpart

Star0

Recursive Partitioning and Regression Trees adapted to Random Forests with more split functions

random-forest cart gamma-distribution random-forest-regression classification-tree regression-tree classification-regression

UpdatedDec 7, 2022
C

BabakBar /Supervised-Learning-IBM-Attrition

Star0

In this report, the goal is to predict Attrition by selecting a set of explanatory variables and building a random forest classification tree.

random-forest classification-tree

UpdatedOct 24, 2021
HTML

n8tlmps /credit-risk-assessment

Star0

evaluating credit default rate using statistical machine learning methods

logistic-regression ridge-regression linear-discriminant-analysis classification-tree

UpdatedJan 10, 2024

Aettio /DS_Project_Titanic

Star0

Exploratory data analysis and classification tree algorithm (sklearn).

python sklearn plotly pandas seaborn matplotlib classification-tree

UpdatedNov 14, 2022
Python

cansusari /Data-Mining

Star0

KNN Algorithms, Naive Bayes, Classification Tree, PCA Implementations

naive-bayes pca knn knn-algorithm classification-tree

UpdatedApr 15, 2021
MATLAB

knayyar0416 /predictive-model-classification

Star0

Built and tested 6 supervised machine learning algorithm to develop a predictive classification model to classify 13000+ projects as success or failure.

random-forest sklearn logistic-regression data-preprocessing feature-engineering predictive-modeling artificial-neural-network k-nearest-neighbours gradient-boosting model-building supervised-machine-learning classification-tree