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Ensemble Methods

7 projects

Showing 7 of 7 projects

Awesome Decision Tree Papers
Awesome Decision Tree PapersPython

A curated collection of research papers on decision, classification, and regression trees with implementations from top ML conferences.

#random-forest#decision-tree-classifier#ensemble-methods
Stars2.5k
Forks341
Last commit9 months ago
boruta_py
boruta_pyPython

Python implementation of the Boruta all-relevant feature selection method with scikit-learn compatibility.

#statistical-analysis#random-forest#ensemble-methods
Stars1.6k
Forks264
Last commit10 months ago
Awesome Random Forest (GitHub)**
Awesome Random Forest (GitHub)**

A curated list of resources for random forest and other tree-based machine learning methods.

#random-forest#ensemble-methods#data-science
Stars1.3k
Forks331
Last commit2 years ago
Awesome Gradient Boosting Papers
Awesome Gradient Boosting PapersPython

A curated collection of gradient boosting research papers with implementations from top machine learning conferences.

#literature-review#random-forest#model-implementations
Stars1.1k
Forks165
Last commit9 months ago
rustlearn
rustlearnRust

A Rust crate providing efficient implementations of common machine learning algorithms with support for dense and sparse data.

#parallel-computing#ensemble-methods#classification
Stars644
Forks55
Last commit5 years ago
Understanding random forests: from theory to practice
Understanding random forests: from theory to practiceTeX

A comprehensive PhD dissertation providing an in-depth theoretical and practical analysis of random forests, from algorithmic foundations to interpretability.

#ensemble-methods#random-forests#algorithm-analysis
Stars527
Forks153
Last commit10 years ago
RuleFit
RuleFitPython

Python implementation of the RuleFit algorithm for interpretable machine learning predictions using rule ensembles.

#ensemble-methods#rule-based-models#python
Stars443
Forks122
Last commit3 years ago

Related Tags

#Machine Learning7#Decision Trees4#Random Forest4#Gradient Boosting3#Scikit Learn3
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