ensemble-learning

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autogluon /autogluon

Star9.2k

Fast and Accurate ML in 3 Lines of Code

python data-science machine-learning natural-language-processing computer-vision deep-learning time-series scikit-learn tabular-data pytorch forecasting hyperparameter-optimization ensemble-learning object-detection transfer-learning structured-data gluon automl automated-machine-learning autogluon

UpdatedJul 17, 2025
Python

H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random Forest, Generalized Linear Modeling (GLM with Elastic Net), K-Means, PCA, Generalized Additive Models (GAM), RuleFit, Support Vector Machine (SVM), Stacked Ensembles, Automatic Machine Learning (AutoML), etc.

python java data-science machine-learning opensource r big-data spark deep-learning hadoop random-forest gpu naive-bayes h2o distributed pca gbm ensemble-learning automl h2o-automl

UpdatedJul 18, 2025
Jupyter Notebook

MingchaoZhu /DeepLearning

Star7.1k

Python for《Deep Learning》，该书为《深度学习》(花书) 数学推导、原理剖析与源码级别代码实现

python machine-learning deep-learning xgboost ensemble-learning bayesian regularization

UpdatedJun 23, 2020
Python

BoltzmannEntropy /interviews.ai

Star4.6k

It is my belief that you, the postgraduate students and job-seekers for whom the book is primarily meant will benefit from reading it; however, it is my hope that even the most experienced researchers will find it fascinating as well.

python data-science machine-learning deep-learning information-theory jobs pytorch autograd artificial-intelligence feature-extraction ensemble-learning logistic-regression convolutional-neural-networks bayesian-statistics loss-functions interview-preparation pytorch-tutorial graduate-school jax

UpdatedJan 21, 2022

salesforce /Merlion

Star4.3k

Merlion: A Machine Learning Framework for Time Series Intelligence

benchmarking machine-learning time-series forecasting ensemble-learning automl anomaly-detection

UpdatedJun 20, 2024
Python

benedekrozemberczki /awesome-decision-tree-papers

Sponsor

Star2.4k

A collection of research papers on decision, classification and regression trees with implementations.

classifier machine-learning random-forest statistical-learning xgboost lightgbm gradient-boosting-machine ensemble-learning cart decision-tree tree-ensemble decision-tree-classifier gradient-boosting classification-trees decision-tree-learning decision-tree-model classification-model catboost regression-tree machine-learning-research

UpdatedMar 16, 2024
Python

JuliaAI /MLJ.jl

Star1.9k

A Julia machine learning framework

data-science machine-learning statistics pipeline clustering julia pipelines regression tuning classification ensemble-learning predictive-modeling tuning-parameters stacking

UpdatedJul 14, 2025
Julia

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

ZhiningLiu1998 /awesome-imbalanced-learning

Star1.5k

😎 Everything about class-imbalanced/long-tail learning: papers, codes, frameworks, and libraries | 有关类别不平衡/长尾学习的一切：论文、代码、框架与库

machine-learning awesome deep-learning ensemble-learning awesome-list class-imbalance imbalanced-data imbalanced-learning skewed-data fairness-ml imbalanced-classes imbalanced-classification fair-ml

UpdatedFeb 25, 2025

kingfengji /gcForest

Star1.3k

This is the official implementation for the paper 'Deep forest: Towards an alternative to deep neural networks'

machine-learning random-forest ensemble-learning deep-forest

UpdatedFeb 4, 2021
Python

reiinakano /xcessiv

Star1.3k

A web-based application for quick, scalable, and automated hyperparameter tuning and stacked ensembling in Python.

data-science machine-learning scikit-learn hyperparameter-optimization ensemble-learning automated-machine-learning stacked-ensembles

UpdatedJun 6, 2018
Python

TorchEnsemble-Community /Ensemble-Pytorch

Star1k

A unified ensemble framework for PyTorch to improve the performance and robustness of your deep learning model.

deep-learning pytorch neural-networks ensemble ensemble-learning deeplearning gradient-boosting pytorch-tutorial bagging voting-classifier

UpdatedJun 16, 2024
Python

Minqi824 /ADBench

Star952

Official Implement of "ADBench: Anomaly Detection Benchmark", NeurIPS 2022.

python benchmark machine-learning data-mining deep-learning neural-networks supervised-learning semi-supervised-learning ensemble-learning outlier-detection unsupervised-learning anomaly-detection data-sicence

UpdatedAug 2, 2023
Python

LAMDA-NJU /Deep-Forest

Star951

An Efficient, Scalable and Optimized Python Framework for Deep Forest (2021.2.1)

python machine-learning random-forest ensemble-learning deep-forest

UpdatedApr 29, 2024
Python

shubhomoydas /ad_examples

Star861

A collection of anomaly detection methods (iid/point-based, graph and time series) including active learning for anomaly detection/discovery, bayesian rule-mining, description for diversity/explanation/interpretability. Analysis of incorporating label feedback with ensemble and tree-based detectors. Includes adversarial attacks with Graph Convol…

streaming timeseries time-series lstm generative-adversarial-network gan rnn autoencoder ensemble-learning trees active-learning concept-drift graph-convolutional-networks interpretability anomaly-detection adversarial-attacks explaination anogan unsuperivsed nettack

UpdatedMay 22, 2024
Python

flennerhag /mlens

Star858

ML-Ensemble – high performance ensemble learning

python machine-learning stack ensemble ensemble-learning ensembles learners stacking

UpdatedNov 13, 2023
Python

vecxoz /vecstack

Star692

Python package for stacking (machine learning technique)

machine-learning ensemble ensemble-learning stacking bagging blending stacked-generalization explain-stacking stacking-tutorial ensembling

UpdatedAug 14, 2024
Python

yzhao062 /combo

Sponsor

Star657

(AAAI' 20) A Python Toolbox for Machine Learning Model Combination

python data-science machine-learning data-mining pipeline-framework ensemble-learning aggregation machine-learning-pipelines model-combination

UpdatedJan 14, 2023
Python

Western-OC2-Lab /Intrusion-Detection-System-Using-Machine-Learning

Star510

Code for IDS-ML: intrusion detection system development using machine learning algorithms (Decision tree, random forest, extra trees, XGBoost, stacking, k-means, Bayesian optimization..)

machine-learning random-forest xgboost hyperparameter-optimization intrusion-detection lightgbm ensemble-learning kmeans autonomous-vehicles bayesian-optimization cyber-security decision-tree hpo network-security stacking intrusion-detection-system python-examples catboost cicids2017

UpdatedOct 13, 2023
Jupyter Notebook

scikit-learn-contrib /DESlib

Star489

A Python library for dynamic classifier and ensemble selection

diversity ensemble-learning ensemble-prediction ensemble-selection diversity-measures dynamic-ensembles classifier-ensembles dynamic-selection

UpdatedApr 15, 2024
Python

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