decision-trees

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microsoft /LightGBM

Star17.9k

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.

microsoft python machine-learning data-mining r parallel distributed kaggle gbdt gbm lightgbm gbrt decision-trees gradient-boosting

UpdatedDec 16, 2025
C++

catboost /catboost

Star8.7k

A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.

python data-science machine-learning data-mining tutorial r big-data gpu cuda kaggle gbdt gbm gpu-computing decision-trees gradient-boosting coreml catboost categorical-features

UpdatedDec 17, 2025
C++

greyhatguy007 /Machine-Learning-Specialization-Coursera

Star6.6k

Contains Solutions and Notes for the Machine Learning Specialization By Stanford University and Deeplearning.ai - Coursera (2022) by Prof. Andrew NG

python machine-learning deep-learning neural-network solutions mooc tensorflow linear-regression coursera recommendation-system logistic-regression decision-trees unsupervised-learning andrew-ng supervised-machine-learning unsupervised-machine-learning coursera-assignment coursera-specialization andrew-ng-machine-learning

UpdatedSep 29, 2024
Jupyter Notebook

biolab /orange3

Sponsor

Star5.5k

🍊 📊 💡 Orange: Interactive data analysis

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

UpdatedDec 16, 2025
Python

susanli2016 /Machine-Learning-with-Python

Star4.5k

Python code for common Machine Learning Algorithms

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

UpdatedJun 5, 2025
Jupyter Notebook

tirthajyoti /Machine-Learning-with-Python

Star3.3k

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

flask data-science machine-learning statistics deep-learning neural-network random-forest clustering numpy naive-bayes scikit-learn regression pandas artificial-intelligence pytest classification dimensionality-reduction matplotlib decision-trees k-nearest-neighbours

UpdatedMay 22, 2023
Jupyter Notebook

parrt /dtreeviz

Star3.1k

A python library for decision tree visualization and model interpretation.

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

UpdatedDec 6, 2025
Jupyter Notebook

kk7nc /Text_Classification

Star1.8k

Text Classification Algorithms: A Survey

deep-learning random-forest text-classification recurrent-neural-networks naive-bayes-classifier dimensionality-reduction logistic-regression document-classification convolutional-neural-networks text-processing decision-trees boosting-algorithms support-vector-machines hierarchical-attention-networks nlp-machine-learning conditional-random-fields k-nearest-neighbours deep-belief-network rocchio-algorithm deep-neural-network

UpdatedApr 1, 2025
Python

edyoda /data-science-complete-tutorial

Star1.8k

For extensive instructor led learning

machine-learning pipeline numpy linear-regression scikit-learn pandas feature-selection nearest-neighbors decision-trees

UpdatedOct 31, 2022
Jupyter Notebook

justmarkham /DAT8

Star1.6k

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

python data-science machine-learning natural-language-processing course clustering naive-bayes linear-regression scikit-learn jupyter-notebook pandas data-visualization web-scraping data-analysis ensemble-learning logistic-regression decision-trees regular-expressions data-cleaning model-evaluation

UpdatedJun 5, 2024
Jupyter Notebook

nivu /ai_all_resources

Star1.4k

A curated list of Best Artificial Intelligence Resources

python data-science machine-learning statistics reinforcement-learning deep-learning random-forest tensorflow mathematics regression artificial-intelligence gan neural-networks rnn convolutional-neural-networks kmeans support-vector-machine decision-trees knn statquest

UpdatedJun 13, 2025
Jupyter Notebook

tensorflow /decision-forests

Star691

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

python machine-learning random-forest tensorflow keras ml decision-trees gradient-boosting interpretability decision-forest

UpdatedDec 6, 2025
Python

google /yggdrasil-decision-forests

Star623

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

javascript python go cli machine-learning cpp random-forest tensorflow pypi distributed-computing ml cart decision-trees gradient-boosting interpretability decision-forest

UpdatedDec 17, 2025
C++

alvinwan /neural-backed-decision-trees

Star623

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

pytorch neural-networks imagenet image-classification pretrained-models decision-trees cifar10 interpretability pretrained-weights cifar100 tiny-imagenet explainability neural-backed-decision-trees

UpdatedMay 1, 2023
Python

mljar /supertree

Star518

Visualize decision trees in Python

random-forest xgboost lightgbm decision-trees

UpdatedMar 3, 2025
Python

serengil /chefboost

Sponsor

Star485

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

python data-science machine-learning data-mining random-forest kaggle id3 gbdt gbm gbrt gradient-boosting-machine cart adaboost decision-trees gradient-boosting c45-trees categorical-features gradient-boosting-machines regression-tree

UpdatedJul 9, 2025
Python

dmitryikh /leaves

Star462

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

go golang machine-learning xgboost lightgbm decision-trees boosting

UpdatedJul 3, 2024
Go

siboehm /lleaves

Star452

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

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

UpdatedDec 1, 2025
Python

Skylark0924 /Machine-Learning-is-ALL-You-Need

Star414

🔥🌟《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!

qlearning random-forest tensorflow keras deep-reinforcement-learning pytorch lstm gan dqn naive-bayes-classifier logistic-regression resnet convolutional-neural-networks support-vector-machine decision-trees ddpg k-nearest-neighbours actor-critic trpo ppo

UpdatedAug 25, 2023
Python

mdabros /SharpLearning

Star404

Machine learning for C# .Net

learning machine-learning opensource deep-learning csharp dotnet random-forest metrics machine cross-validation gradient-boosting-machine ensemble-learning adaboost decision-trees neural-nets

UpdatedMar 16, 2025
C#

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