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awesome-gradient-boosting-papers

benedekrozemberczki / awesome-gradient-boosting-papers

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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
  • Updated Mar 16, 2024
  • Python

leabrodyheine / Water-Pump-Status-Prediction

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This project implements machine learning models to predict the status of water pumps in Tanzania using data from DrivenData's competition. The project includes preprocessing steps, model evaluation using cross-validation, and hyperparameter optimization with Optuna.

machine-learning numpy scikit-learn cross-validation pandas logistic-regression argparse gradient-boosting-classifier multilayer-perceptron random-forest-classifier optuna
  • Updated May 19, 2024
  • Python

MAHMOUD2ABDALLAH / family-members-segmentation

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Machine learning Classification for Family Determination for various generations by their age, height, weight, etc...

python sklearn machine-learning-algorithms supervised-learning classification decision-boundaries decision-tree-classifier gradient-boosting-classifier quadratic-discriminant-analysis knearest-neighbor-classifier random-forest-classifier segmentation-models simple-imputer label-encoder gaussiannb decision-boundary-visualizations bernoulli-naive-bayes linear-discriminant-classifier votting-classifier data-cleaning-and-preprocessing
  • Updated Feb 19, 2025
  • Python

Suniksha12 / Etsy_baby_recommender_Trend

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This Flask-based application recommends similar products based on user preferences such as price, favorites, and reviews. Ideal for users searching for personalized baby product recommendations on Etsy.

github visualization python data-science machine-learning-algorithms documentation-tool kaggle dataset flask-application hyperparameter-optimization recommendation-system gradient-boosting-classifier etsy-seller recommendation-system-development
  • Updated Sep 21, 2024
  • Python

afairless / binary_classification_shap

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Run histogram-based gradient boosted trees binary classifier on generated data and interpret results with standard metrics, SHAP, and supervised clustering

python machine-learning scikit-learn python3 roc-curve hyperparameter-tuning binary-classification gradient-boosting-classifier hierarchical-clustering feature-importance dendrogram precision-recall-curve shap supervised-clustering shapley-value lightgbm-classifier polars
  • Updated Jul 21, 2024
  • Python

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