All Categories → Machine Learning → decision-trees

Top 71 decision-trees open source projects

🍊 📊 💡 Orange: Interactive data analysis

✭ 3,152

python cython machine-learning data-science visualization data-visualization classification numpy pandas scikit-learn clustering data-mining regression plotting random-forest scipy decision-trees orange orange3

Chefboost

A Lightweight Decision Tree Framework supporting regular algorithms: ID3, C4,5, CART, CHAID and Regression Trees; some advanced techniques: Gradient Boosting (GBDT, GBRT, GBM), Random Forest and Adaboost w/categorical features support for Python

✭ 176

python machine-learning data-science data-mining kaggle random-forest cart decision-trees gradient-boosting

Machine Learning Is All You Need

🔥🌟《Machine Learning 格物志》: ML + DL + RL basic codes and notes by sklearn, PyTorch, TensorFlow, Keras & the most important, from scratch!💪 This repository is ALL You Need!

✭ 173

python pytorch tensorflow keras convolutional-neural-networks gan lstm deep-reinforcement-learning resnet dqn logistic-regression random-forest ppo actor-critic ddpg decision-trees trpo

Lightgbm

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.

✭ 13,293

python r C++c Cuda shell machine-learning distributed microsoft data-mining parallel kaggle lightgbm decision-trees gradient-boosting gbdt gbm gbrt

Machine learning

Estudo e implementação dos principais algoritmos de Machine Learning em Jupyter Notebooks.

✭ 161

python jupyter-notebook machine-learning neural-network machine-learning-algorithms regression logistic-regression linear-regression decision-trees kmeans

Machine Learning Models

Decision Trees, Random Forest, Dynamic Time Warping, Naive Bayes, KNN, Linear Regression, Logistic Regression, Mixture Of Gaussian, Neural Network, PCA, SVD, Gaussian Naive Bayes, Fitting Data to Gaussian, K-Means

✭ 160

matlab neural-network machine-learning-algorithms logistic-regression random-forest supervised-learning linear-regression decision-trees kmeans

Machine Learning With Python

Practice and tutorial-style notebooks covering wide variety of machine learning techniques

Machine Learning In R

Workshop (6 hours): preprocessing, cross-validation, lasso, decision trees, random forest, xgboost, superlearner ensembles

✭ 144

css machine-learning tutorial cluster xgboost random-forest decision-trees pca

Network Intrusion Detection

Machine Learning with the NSL-KDD dataset for Network Intrusion Detection

✭ 119

jupyter-notebook machine-learning random-forest decision-trees

Dat8

General Assembly's 2015 Data Science course in Washington, DC

Rubi

Rubi for Mathematica

✭ 114

decision-trees

Text classification

Text Classification Algorithms: A Survey

✭ 1,276

python deep-learning convolutional-neural-networks text-classification recurrent-neural-networks nlp-machine-learning text-processing logistic-regression random-forest decision-trees

Predicting real estate prices using scikit Learn

Predicting Amsterdam house / real estate prices using Ordinary Least Squares-, XGBoost-, KNN-, Lasso-, Ridge-, Polynomial-, Random Forest-, and Neural Network MLP Regression (via scikit-learn)

✭ 78

python machine-learning neural-network xgboost random-forest decision-trees ensemble-learning

Quran Tajweed

Tajweed annotation for the Qur'an

✭ 74

python decision-trees

Sporf

This is the implementation of Sparse Projection Oblique Randomer Forest

✭ 70

python r cpp classification random-forest decision-trees

Silverdecisions

Software for creating and analyzing decision trees.

✭ 69

javascript teaching decision-trees

Explore

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

✭ 69

r shiny rmarkdown eda decision-trees data-visualisation

C4.5

A python implementation of C4.5 algorithm by R. Quinlan

✭ 51

python machine-learning classification decision-trees

Data Science Complete Tutorial

For extensive instructor led learning

✭ 1,027

jupyter-notebook machine-learning numpy pandas scikit-learn pipeline linear-regression decision-trees

Treeheatr

Heatmap-integrated Decision Tree Visualizations

✭ 42

r visualization dataviz heatmap decision-trees

The Deep Learning With Keras Workshop

An Interactive Approach to Understanding Deep Learning with Keras

✭ 34

jupyter-notebook machine-learning tensorflow keras classification scikit-learn regression artificial-neural-networks logistic-regression decision-trees hyperparameter-tuning

Neural Backed Decision Trees

Making decision trees competitive with neural networks on CIFAR10, CIFAR100, TinyImagenet200, Imagenet

✭ 411

python pytorch neural-networks image-classification imagenet pretrained-models interpretability cifar10 decision-trees

Rgf

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.

✭ 341

machine-learning ml kaggle decision-trees

Sharplearning

Machine learning for C# .Net

✭ 294

csharp deep-learning machine-learning dotnet learning metrics opensource random-forest machine decision-trees ensemble-learning

Fuku Ml

Simple machine learning library / 簡單易用的機器學習套件

✭ 280

python machine-learning neural-network classification regression svm logistic-regression linear-regression decision-trees

2018 Machinelearning Lectures Esa

Machine Learning Lectures at the European Space Agency (ESA) in 2018

✭ 280

jupyter-notebook deep-learning machine-learning neural-network clustering machinelearning anomaly-detection text-mining random-forest linear-regression topic-modeling decision-trees pca tf-idf

Machine Learning With Python

Python code for common Machine Learning Algorithms

✭ 3,334

Jupyter Notebook svm logistic-regression random-forest linear-regression decision-trees pca lda naive-bayes-classifier polynomial-regression kmeans-clustering hierarchical-clustering svr knn-classification xgboost-algorithm

Leaves

pure Go implementation of prediction part for GBRT (Gradient Boosting Regression Trees) models from popular frameworks

✭ 261

go golang machine-learning xgboost lightgbm decision-trees

Dtreeviz

A python library for decision tree visualization and model interpretation.

✭ 1,857

Jupyter Notebook visualization data-science machine-learning random-forest scikit-learn xgboost decision-trees model-interpretation

DecisionTree

c++ implementation of decision tree algorithm

✭ 26

C++Makefile data-science machine-learning algorithm decision-trees

linear-tree

A python library to build Model Trees with Linear Models at the leaves.

✭ 128

Jupyter Notebook python machine-learning tree random-forest scikit-learn decision-trees linear-models boosting-tree model-trees

cortana-intelligence-customer360

This repository contains instructions and code to deploy a customer 360 profile solution on Azure stack using the Cortana Intelligence Suite.

✭ 22

python r C#powershell data-science azure azure-functions decision-trees feature-engineering datawarehouse multi-class-classification data-virtualization customer-enrichment

aifad

AIFAD - Automated Induction of Functions over Algebraic Data Types

✭ 27

ocaml machine-learning algebraic-data-types decision-trees

df-dn-paper

Conceptual & empirical comparisons between decision forests & deep networks

✭ 14

Jupyter Notebook TeX python machine-learning deep-neural-networks deep-learning classification decision-trees random-forests

Pac-Man

Evolutionary Pac-Man bots using Grammatical Evolution and Multi-objective Optimization. Cool GUI included (Undergraduate Thesis)

✭ 50

java artificial-intelligence pac-man pacman genetic-programming multi-objective-optimization decision-trees evolutionary-computation grammatical-evolution

Breast-Cancer-Scikitlearn

simple tutorial on Machine Learning with Scikitlearn

✭ 33

Jupyter Notebook random-forest svm sklearn jupyter-notebook logistic-regression decision-trees knn breast-cancer-wisconsin nueral-networks

AdaptiveRandomForest

Repository for the AdaptiveRandomForest algorithm implemented in MOA 2016-04

✭ 28

java random-forest classification ensemble ensemble-learning decision-trees concept-drift moa datastream

lleaves

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

✭ 132

python shell machine-learning llvm lightgbm decision-trees gradient-boosting

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

statemachine-go

🚦 Declarative Finite-State Machines in Go

✭ 47

go decision workflow fsm state-machine state finite-state-machine statemachine decision-trees statecharts declarative-routing deterministic-finite-automata

QuantumForest

Fast Differentiable Forest lib with the advantages of both decision trees and neural networks

✭ 63

python differentiable-computing decision-trees attention-mechanism end-to-end-learning quantum-learning

IPL-ML-2018

Predicting IPL match results. https://kuharan.github.io/IPL-ML-2018/

✭ 14

python CSS HTML javascript Procfile android heroku machine-learning sports prediction decision-trees ipl heroku-deployment ipl-match indian-premier-leauge

Amazon-Fine-Food-Review

Machine learning algorithm such as KNN,Naive Bayes,Logistic Regression,SVM,Decision Trees,Random Forest,k means and Truncated SVD on amazon fine food review

✭ 28

Jupyter Notebook random-forest svm naive-bayes logistic-regression machinelearning decision-trees knn tsne kmeans-clustering truncated-svd amazonfinefoodreviews

Encoder-Forest

eForest: Reversible mapping between high-dimensional data and path rule identifiers using trees embedding

✭ 22

python autoencoder decision-trees encoder-decoder eforest

GROOT

[ICML 2021] A fast algorithm for fitting robust decision trees. http://proceedings.mlr.press/v139/vos21a.html

✭ 15

python decision-trees adversarial-examples

yggdrasil-decision-forests

A collection of state-of-the-art algorithms for the training, serving and interpretation of Decision Forest models.

✭ 156

C++Starlark cli machine-learning random-forest tensorflow ml cart decision-trees gradient-boosting interpretability decision-forest

IBM-final-project-Machine-Learning

Final project of IBM's course https://www.coursera.org/learn/machine-learning-with-python on coursera

✭ 33

Jupyter Notebook machine-learning scikit-learn coursera logistic-regression ibm decision-trees svm-classifier knn-classifier

Machine Learning From Scratch

Machine Learning models from scratch with a better visualisation

✭ 15

Jupyter Notebook python matlab visualization machine-learning neural-network naive-bayes-classifier classification logistic-regression regularization decision-trees decision-tree probabilistic-models kernel-learning

aws-machine-learning-university-dte

Machine Learning University: Decision Trees and Ensemble Methods

✭ 119

Jupyter Notebook machine-learning random-forest tabular-data xgboost lightgbm decision-trees boosting catboost

supervised-machine-learning

This repo contains regression and classification projects. Examples: development of predictive models for comments on social media websites; building classifiers to predict outcomes in sports competitions; churn analysis; prediction of clicks on online ads; analysis of the opioids crisis and an analysis of retail store expansion strategies using…

✭ 34