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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

sharmapratik88 / AIML-Projects

Star 142

Projects I completed as a part of Great Learning's PGP - Artificial Intelligence and Machine Learning

nlp data-science machine-learning statistics computer-vision random-forest data-visualization recommendation-system logistic-regression support-vector-machines decision-tree-classifier gradient-boosting-classifier knearest-neighbor-algorithm oversampling supervised-machine-learning unsupervised-machine-learning catboost ensemble-machine-learning machinelearningprojects datascienceproject
  • Updated Aug 23, 2021
  • Jupyter Notebook

KwokHing / YandexCatBoost-Python-Demo

Star 30

Demo on the capability of Yandex CatBoost gradient boosting classifier on a fictitious IBM HR dataset obtained from Kaggle. Data exploration, cleaning, preprocessing and model tuning are performed on the dataset

visualization python data-science pandas seaborn feature-selection data-analysis data-preprocessing python27 gradient-boosting-classifier gradient-boosting pearson-correlation one-hot-encode catboost variance-analysis yandex-catboost
  • Updated Dec 5, 2019
  • Jupyter Notebook

indrapaul824 / Coronary-Heart-Disease-Prediction

Star 20

This contains the Jupyter Notebook and the Dataset for the mentioned Classification Predictive Modeling Project

random-forest python3 supervised-learning logistic-regression confusion-matrix resampling decision-trees feature-engineering jupyter-notebooks hyperparameter-tuning gradient-boosting-classifier knn-classification bivariate-analysis ensemble-classifier heart-disease classification-model framingham accuracy-score univariate-analysis minmaxscalar
  • Updated Dec 3, 2020
  • Jupyter Notebook

Snigdho8869 / Multiclass-Text-Classification

Star 19

Natural Language Processing for Multiclass Classification: A repository containing NLP techniques for multiclass classification of text data.

nlp natural-language-processing neural-network gru flask-application ensemble-learning logistic-regression support-vector-machines gradient-boosting-classifier cnn-model keras-tensorflow random-forest-classifier rnn-lstm bert-fine-tuning xlnet-fine-tuning adaboost-classifier
  • Updated Apr 10, 2023
  • Jupyter Notebook

dayfundora / Personality-Type

Star 18

Recognition of Persomnality Types from Facebook status using Machine Learning

python machine-learning facebook machine-learning-algorithms gradient-boosting-classifier svc personality-traits big5 liwc random-forest-classifier liwc-dictionaries linear-regression-classification sgd-classifier personality-predicting multinomialnb facebook-status-scraper big5-ocean-traits logistic-regression-classifier ridge-classifier
  • Updated Jul 16, 2021
  • JavaScript

rochitasundar / Customer-profiling-using-ML-EasyVisa

Star 7

The aim is to find an optimal ML model (Decision Tree, Random Forest, Bagging or Boosting Classifiers with Hyper-parameter Tuning) to predict visa statuses for work visa applicants to US. This will help decrease the time spent processing applications (currently increasing at a rate of >9% annually) while formulating suitable profile of candidate…

decision-tree-classifier gradient-boosting-classifier f1-score random-forest-classifier grid-search-hyperparameters precision-recall accuracy-metrics xgboost-classifier stacking-ensemble adaboostclassifier bagging-ensemble grid-search-cross-validation
  • Updated Jan 20, 2022
  • Jupyter Notebook

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