All Categories → No Category → gradient-boosting-machine

Top 7 gradient-boosting-machine open source projects

A minimal benchmark for scalability, speed and accuracy of commonly used open source implementations (R packages, Python scikit-learn, H2O, xgboost, Spark MLlib etc.) of the top machine learning algorithms for binary classification (random forests, gradient boosted trees, deep neural networks etc.).

✭ 1,835

python r deep-learning machine-learning data-science spark xgboost random-forest h2o gradient-boosting-machine

Awesome Decision Tree Papers

A collection of research papers on decision, classification and regression trees with implementations.

MLDay18

Material from "Random Forests and Gradient Boosting Machines in R" presented at Machine Learning Day '18

✭ 15

r machine-learning random-forest gradient-boosting-machine decision-trees partial-dependence-plot variable-importance-plots

bonsai-dt

Programmable Decision Tree Framework

✭ 34

python Jupyter Notebook r machine-learning machine-learning-algorithms gbdt gradient-boosting-machine boosting-algorithms decision-tree boosting-tree

telco-customer-churn-in-r-and-h2o

Showcase for using H2O and R for churn prediction (inspired by ZhouFang928 examples)

✭ 59

r machine-learning h2o showcase gradient-boosting-machine grid-search churn-prediction h2oai rsuite

interpretable-ml

Techniques & resources for training interpretable ML models, explaining ML models, and debugging ML models.

✭ 17

Jupyter Notebook data-science machine-learning data-mining gradient-boosting-machine transparency decision-trees fairness lime accountability interpretability interpretable-ai interpretable-ml xai fatml interpretable interpretable-machine-learning iml machine-learning-interpretability

decision-trees-for-ml

Building Decision Trees From Scratch In Python

✭ 61

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

1-7 of 7 gradient-boosting-machine projects