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decision-trees

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LightGBM

lightgbm-org / LightGBM

Star 19k

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.

python machine-learning data-mining r parallel distributed kaggle gbdt gbm lightgbm gbrt decision-trees gradient-boosting
  • Updated Nov 12, 2026
  • C++

catboost / catboost

Star 9.2k

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
  • Updated Nov 12, 2026
  • C++

greyhatguy007 / Machine-Learning-Specialization-Coursera

Star 8.2k

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
  • Updated Dec 28, 2025
  • Jupyter Notebook
orange3

biolab / orange3

Sponsor
Star 5.8k

🍊 πŸ“Š πŸ’‘ 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
  • Updated Nov 8, 2026
  • Python

susanli2016 / Machine-Learning-with-Python

Star 4.6k

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
  • Updated Jun 5, 2025
  • Jupyter Notebook

tirthajyoti / Machine-Learning-with-Python

Star 3.3k

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
  • Updated May 22, 2023
  • Jupyter Notebook

parrt / dtreeviz

Star 3.2k

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
  • Updated Jan 2, 2026
  • Jupyter Notebook

edyoda / data-science-complete-tutorial

Star 1.8k

For extensive instructor led learning

machine-learning pipeline numpy linear-regression scikit-learn pandas feature-selection nearest-neighbors decision-trees
  • Updated Oct 31, 2022
  • Jupyter Notebook

kk7nc / Text_Classification

Star 1.8k

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
  • Updated Apr 1, 2025
  • Python

justmarkham / DAT8

Star 1.6k

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
  • Updated Jun 5, 2024
  • Jupyter Notebook

nivu / ai_all_resources

Star 1.5k

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
  • Updated Sep 19, 2026
  • Jupyter Notebook
supertree

mljar / supertree

Star 700

Impress your boss with interactive Decision Tree visualization

d3 python data-science random-forest scikit-learn xgboost lightgbm decision-trees mljar machne-learning
  • Updated Aug 11, 2026
  • JavaScript

tensorflow / decision-forests

Star 694

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
  • Updated May 19, 2026
  • Python

kossisoroyce / timber

Star 691

Ollama for classical ML models. AOT compiler that turns XGBoost, LightGBM, scikit-learn, CatBoost & ONNX models into native C99 inference code. One command to load, one command to serve. 336x faster than Python inference.

machine-learning compiler sklearn c99 inference xgboost lightgbm decision-trees gradient-boosting model-serving catboost onnx mlops ollama
  • Updated Apr 16, 2026
  • Python

google / yggdrasil-decision-forests

Star 680

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
  • Updated Nov 11, 2026
  • C++

alvinwan / neural-backed-decision-trees

Star 625

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
  • Updated May 1, 2023
  • Python

serengil / chefboost

Sponsor
Star 489

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
  • Updated May 13, 2026
  • Python

dmitryikh / leaves

Star 488

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
  • Updated Jul 3, 2024
  • Go

siboehm / lleaves

Star 487

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

python machine-learning llvm lightgbm decision-trees gradient-boosting
  • Updated Jan 1, 2026
  • Python

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

Star 423

πŸ”₯πŸŒŸγ€ŠMachine Learning 格物志》: ML + DL + RL basic codes and notes by sklearn, PyTorch, TensorFlow, Keras & the most important, from scratch!πŸ’ͺ 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
  • Updated Aug 25, 2023
  • Python

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