Scientific Software
Updated 11 months ago

BetaML — Peer-reviewed • Rank 10.5 • Science 95%

BetaML: The Beta Machine Learning Toolkit, a self-contained repository of Machine Learning algorithms in Julia - Published in JOSS (2021)

Scientific Software
Updated 11 months ago

CVtreeMLE — Peer-reviewed • Rank 3.9 • Science 95%

CVtreeMLE: Efficient Estimation of Mixed Exposures using Data Adaptive Decision Trees and Cross-Validated Targeted Maximum Likelihood Estimation in R - Published in JOSS (2023)

Updated 11 months ago

sdtf • Rank 4.0 • Science 77%

Exploring streaming options for decision trees and random forests. Based on scikit-learn fork.

Updated 11 months ago

treeple • Rank 13.4 • Science 67%

Scikit-learn compatible decision trees beyond those offered in scikit-learn

Updated 10 months ago

lightgbm • Rank 33.1 • Science 46%

A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.

Updated 11 months ago

lleaves • Rank 19.6 • Science 54%

Compiler for LightGBM gradient-boosted trees, based on LLVM. Speeds up prediction by ≥10x.

Updated 11 months ago

ModalDecisionTrees • Rank 5.8 • Science 67%

Julia implementation of Modal Decision Trees & Forests, for interpretable classification of spatial and temporal data. Long live Symbolic Learning!!

Updated 11 months ago

yggdrasil-decision-forests • Rank 21.5 • Science 49%

A library to train, evaluate, interpret, and productionize decision forest models such as Random Forest and Gradient Boosted Decision Trees.

Updated 10 months ago

dtreeviz • Rank 24.2 • Science 36%

A python library for decision tree visualization and model interpretation.

Updated 10 months ago

rgf • Rank 19.0 • Science 23%

Home repository for the Regularized Greedy Forest (RGF) library. It includes original implementation from the paper and multithreaded one written in C++, along with various language-specific wrappers.

Updated 10 months ago

explore • Rank 6.9 • Science 26%

R package that makes basic data exploration radically simple (interactive data exploration, reproducible data science)

Updated 10 months ago

treeheatr • Rank 5.2 • Science 13%

Heatmap-integrated Decision Tree Visualizations

Updated 9 months ago

https://github.com/erictleung/ml-final-proj • Rank 0.7 • Science 13%

:wine_glass: CS559/659 Machine Learning Final Project on Predicting Wine Quality

Updated 11 months ago

ml_individual_tree_mortality • Science 49%

Does Machine Learning outperform Logistic Regression in predicting individual tree mortality? - code and data

Updated 11 months ago

supertree • Science 31%

Visualize decision trees in Python

Updated 11 months ago

df-dn-paper • Science 54%

Conceptual & empirical comparisons between decision forests & deep networks

Updated 10 months ago

robusttrees • Science 28%

[ICML 2019, 20 min long talk] Robust Decision Trees Against Adversarial Examples

Updated 11 months ago

metrics_for_individual_tree_mortality_models • Science 67%

How performance metric choice influences individual tree mortality model selection - code and data

Updated 10 months ago

stochtree • Science 26%

Stochastic tree ensembles (BART / XBART) for supervised learning and causal inference

Updated 10 months ago

https://github.com/cn-tu/machine-learning-in-ebpf • Science 23%

This repository contains the code for the paper "A flow-based IDS using Machine Learning in eBPF", Contact: Maximilian Bachl

Updated 11 months ago

shiny-decision-trees • Science 44%

Shiny app for creating spam filter decision trees