Decision Tree Frameworks

Tools, libraries, and implementations for building, visualizing, and working with decision trees and tree-based ensemble methods. Includes educational resources, interactive builders, and optimized implementations. Does NOT include general classification frameworks, random forests as standalone libraries (those are boundary), or non-tree-based predictive models.

There are 56 decision tree frameworks tracked. 1 score above 70 (verified tier). The highest-rated is parrt/dtreeviz at 71/100 with 3,128 stars and 98,489 monthly downloads. 1 of the top 10 are actively maintained.

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#	Framework	Score	Tier	Stars	Language
1	parrt/dtreeviz A python library for decision tree visualization and model interpretation.	71	Verified	3,128	Jupyter Notebook
2	google/yggdrasil-decision-forests A library to train, evaluate, interpret, and productionize decision forest...	58	Established	641	C++
3	tensorflow/decision-forests A collection of state-of-the-art algorithms for the training, serving and...	54	Established	693	Python
4	neurodata/treeple Scikit-learn compatible decision trees beyond those offered in scikit-learn	51	Established	87	Jupyter Notebook
5	NiklasPfister/adaXT adaXT: tree-based machine learning in Python	44	Emerging	11	Python
6	winkjs/wink-regression-tree Decision Tree to predict the value of a continuous target variable	41	Emerging	16	JavaScript
7	sanity/quickml A fast and easy to use decision tree learner in java	41	Emerging	234	Java
8	lagodiuk/decision-tree-js Small JavaScript implementation of ID3 Decision tree	40	Emerging	283	JavaScript
9	gxf1027/randomforests C++ implementation of random forests classification, regression, proximity,...	40	Emerging	21	C++
10	AntoinePinto/custom-decision-trees A package for building customizable decision trees and random forests.	39	Emerging	10	Python
11	balins/fuzzytree A Fuzzy Decision Tree implementation for Python.	39	Emerging	21	Python
12	scify/Machine-Learning-Decision-Trees-Robot A simple playground app to showcase the mechanisms of Machine Learning	35	Emerging	1	Vue
13	sametcopur/obliquetree obliquetree is an advanced decision tree implementation featuring oblique...	35	Emerging	23	Cython
14	dataiku/dss-plugin-decision-tree-builder Dataiku DSS plugin to manually build decision trees and use them to score...	33	Emerging	8	JavaScript
15	lahovniktadej/gatree Evolutionary decision trees	31	Emerging	11	Python
16	igrigorik/decisiontree ID3-based implementation of the ML Decision Tree algorithm	30	Emerging	1,474	Ruby
17	SaintAngeLs/decision_trees_generating_from_decision_tables Automatic decision tree generation from decision tables provided. This tool...	29	Experimental	2	C
18	Sarailidis/Interactive-Decision-Trees Interactive Construction and Analysis of Decision Trees	28	Experimental	8	Jupyter Notebook
19	PlantedML/randomPlantedForest Random Planted Forest	28	Experimental	6	C++
20	JordiCorbilla/DDM Distributed decision-making system with Jade and Weka	28	Experimental	8	Java
21	kevalmorabia97/ID3-Decision-Tree-Classifier-in-Java ID3 Decision Tree Classifier for Machine Learning along with Reduced Error...	27	Experimental	6	Java
22	zziz/cart Classification and Regression Trees (CART) in python from scratch.	25	Experimental	24	Python
23	vedranav/hierarchy-decomposition-pipeline Hierarchy decomposition pipeline is a supervised machine learning tool that...	24	Experimental	3	Java
24	jeantux/scitree A collection of state-of-the-art algorithms for Decision Forest.	24	Experimental	4	Elixir
25	dvilaverde/SkLearn2Java A parser for scikit-learn exported text models to execute in the Java runtime.	23	Experimental	2	Java
26	a-partovii/Gini-Impurity This repository contains Python scripts for calculating the Gini Impurity...	22	Experimental	76	Python
27	greenfish77/gaenari c++ incremental decision tree	22	Experimental	29	C++
28	stabgan/Decision-Tree-Classification This repository deals with the implementation of Decision tree Classifier	22	Experimental	—	Python
29	stabgan/Decision-Tree-Regression Applied Decision tree algorithms both in Python and R	22	Experimental	—	R
30	ez-kraivit/webin_decision_tree webin_decision_tree	21	Experimental	1	JavaScript
31	rdk/FasterForest Fast Random Forests implementatios for Java.	21	Experimental	—	Java
32	jvn1567/DecisionTree Implements a machine learning decision tree in C++.	17	Experimental	5	C++
33	IvanGrigorov/Decision-Tree-ALg Creating a decision tree platform for different types of data. No pruning is...	15	Experimental	6	C#
34	RK0297/Decision-Tree-Visualiser A decision tree visualizer tool that helps illustrate how decision tree...	15	Experimental	—	TypeScript
35	azad-academy/MLBasics-DecisionTrees A Lesson & implementation of Decision Tree Classifier in Numpy and Python	15	Experimental	2	Python
36	TabishShahMohsin/decisionTrees Trying Decision Tress from Scratch and comparing them with Libraries	14	Experimental	—	Jupyter Notebook
37	gbenedetti22/random-forest-classifier-cpp A very fast implementation of a Random Forest Classifier on C++	14	Experimental	—	C++
38	kirklin/deep-decision AI decision analysis tool that helps users make complex decisions by...	14	Experimental	4	TypeScript
39	sibirbil/OCDT Output-Constrained Decision Trees (OCDT)	14	Experimental	14	Python
40	MatewContreras/Iris-DecisionTrees-EnsembleTechniques Analyze and compare decision tree and ensemble methods on the Iris dataset...	14	Experimental	—	Jupyter Notebook
41	hi-tech-jazz/hybridforest HybridForest provides random forests built upon combinations of different...	13	Experimental	6	Ruby
42	MahanVeisi8/Readahead-Optimization-Using-ML-Models Implements Decision Trees, Neural Networks, and Random Forests to optimize...	13	Experimental	6	Jupyter Notebook
43	GenomeDataScience/FastRandomForest A fast implementation of the Random Forest algorithm for the Weka environment	13	Experimental	8	Java
44	joschout/LazyBum Source code related to the ILP 2019 paper 'LazyBum: Decision tree learning...	13	Experimental	8	Java
45	Tech-Nomadic-X/decision-tree-classifier-iris "A Scikit-learn implementation of a Decision Tree Classifier on the Iris...	13	Experimental	2	Jupyter Notebook
46	simsal0r/mixture-of-decision-trees Mixture of Decision Trees for Interpretable Machine Learning	13	Experimental	11	Jupyter Notebook
47	ImAmelie/DecisionTree C++实现的决策树	12	Experimental	4	C++
48	many-facedgod/Decision-Trees Decision Tree, Random Forest and AdaBoost implementation from scratch.	11	Experimental	—	Java
49	josepablodmg/Decision-Analysis-and-Neural-Network-Applications-with-Python This project applies decision analysis and machine learning to solve...	11	Experimental	—	HTML
50	adexoxo13/Decision_Treee Decision Tree Classifier \| Jupyter Notebook \| Supervised Learning \| Machine...	11	Experimental	—	Jupyter Notebook
51	gadea-lucas/decision-trees-simulator-teachers This project extends an open-source teaching tool for visually and...	11	Experimental	—	JavaScript
52	Develop-Packt/Introduction-to-Decision-Trees This chapter introduces you to two types of supervised learning algorithms...	11	Experimental	—	Jupyter Notebook
53	Apipilikas/ID3 This is the ID3 implementation project for the course Artificial...	10	Experimental	1	Java
54	SousaPedroso/DTP Decision Tree and Perceptron performance comparison through a small dataset	10	Experimental	1	C++
55	UpperCi/Decision-Tree-UI Interface to try out a decision tree	10	Experimental	1	JavaScript
56	patrikkaura/quadtree Quadtree - gradient-boosted decision tree model used to predict guanine...	10	Experimental	1	JavaScript

Comparisons in this category

dtreeviz and treeple (71 vs 51) dtreeviz and Interactive-Decision-Trees (71 vs 28)