#Ensemble-learning

Showing 45 of 45 repositories tagged #ensemble-learning, ranked by stars

autogluon
autogluon
autogluon

Fast and Accurate ML in 3 Lines of Code

Score
100
★ 10.5k ⑂ 1.2k +3/day
Python
MingchaoZhu
MingchaoZhu
DeepLearning

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

Score
62
★ 7.7k ⑂ 1.5k +3/day
Python
h2oai
h2oai
h2o-3

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.

Score
88
★ 7.5k ⑂ 2.0k
Jupyter Notebook
BoltzmannEntropy
BoltzmannEntropy
interviews.ai

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.

Score
50
★ 4.9k ⑂ 327
salesforce
salesforce
Merlion

Merlion: A Machine Learning Framework for Time Series Intelligence

Score
100
★ 4.5k ⑂ 359
Python
benedekrozemberczki
benedekrozemberczki
awesome-decision-tree-papers

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

Score
87
★ 2.5k ⑂ 344
Python
JuliaAI
JuliaAI
MLJ.jl

A Julia machine learning framework

Score
100
★ 1.9k ⑂ 159 +2/day
Julia
justmarkham
justmarkham
DAT8

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

Score
83
★ 1.6k ⑂ 1.1k +1/day
Jupyter Notebook
ZhiningLiu1998
ZhiningLiu1998
awesome-imbalanced-learning

😎 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

Score
93
★ 1.5k ⑂ 231
reiinakano
reiinakano
xcessiv

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

Score
67
★ 1.3k ⑂ 106
Python
LAMDA-NJU
LAMDA-NJU
Deep-Forest

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

Score
75
★ 963 ⑂ 167
Python
flennerhag
flennerhag
mlens

ML-Ensemble – high performance ensemble learning

Score
25
★ 867 ⑂ 110
Python
vecxoz
vecxoz
vecstack

Python package for stacking (machine learning technique)

Score
73
★ 701 ⑂ 81 +1/day
Python
yzhao062
yzhao062
combo

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

Score
58
★ 663 ⑂ 105
Python
sunrainyg
sunrainyg
RandOpt

Official Codebase for "Neural Thickets: Diverse Task Experts Are Dense Around Pretrained Weights" (ICML 2026 Spotlight)

Score
0
★ 623 ⑂ 68 +4/day
Python
Western-OC2-Lab
Western-OC2-Lab
Intrusion-Detection-System-Using-Machine-Learning

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

Score
80
★ 593 ⑂ 161
Jupyter Notebook
ZhiningLiu1998
ZhiningLiu1998
imbalanced-ensemble

[NeurIPS'25]🛠️Class-imbalanced Ensemble Learning Toolbox. | 类别不平衡/长尾机器学习库

Score
38
★ 429 ⑂ 61 +1/day
Python
AmpyFin
AmpyFin
ampyfin

End-to-end ensemble trading framework that trains, backtests, and promotes validated strategies to live execution.

Score
100
★ 427 ⑂ 137
Python
ledell
ledell
useR-machine-learning-tutorial

useR! 2016 Tutorial: Machine Learning Algorithmic Deep Dive http://user2016.org/tutorials/10.html

Score
50
★ 399 ⑂ 202
Jupyter Notebook
IBM
IBM
AutoMLPipeline.jl

A package that makes it trivial to create and evaluate machine learning pipeline architectures.

Score
92
★ 370 ⑂ 29
Julia
yzhao062
yzhao062
awesome-ensemble-learning

Ensemble learning related books, papers, videos, and toolboxes

Score
42
★ 309 ⑂ 56
Python
ZhiningLiu1998
ZhiningLiu1998
self-paced-ensemble

[ICDE'20] ⚖️ A general, efficient ensemble framework for imbalanced classification. | 泛用,高效,鲁棒的类别不平衡学习框架

Score
12
★ 260 ⑂ 49
Python
koriavinash1
koriavinash1
DeepBrainSeg

Fully automatic brain tumour segmentation using Deep 3-D convolutional neural networks

Score
67
★ 194 ⑂ 43
Python
MBKraus
MBKraus
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)

Score
60
★ 178 ⑂ 48 +1/day
Python
mlr-org
mlr-org
mlr3pipelines

Dataflow Programming for Machine Learning in R

Score
75
★ 148 ⑂ 27
R
bhargavvader
bhargavvader
pycobra

python library implementing ensemble methods for regression, classification and visualisation tools including Voronoi tesselations.

Score
33
★ 128 ⑂ 25 +1/day
Python
chinmaynehate
chinmaynehate
DFSpot-Deepfake-Recognition

Determine whether a given video sequence has been manipulated or synthetically generated

Score
47
★ 99 ⑂ 21 +1/day
Python
Mamcose
Mamcose
NSL-KDD-Network-Intrusion-Detection

Machine Learning Algorithms on NSL-KDD dataset

Score
53
★ 97 ⑂ 44
Jupyter Notebook
gkunapuli
gkunapuli
ensemble-methods-notebooks

A collection of companion Jupyter notebooks for Ensemble Methods for Machine Learning (Manning, 2023)

Score
0
★ 95 ⑂ 40
Jupyter Notebook
Abhishek-Iyer1
Abhishek-Iyer1
emotion-classifcation-eeg-seed-ensemble

Using Deep Learning for Emotion Classification on EEG signals (SEED Dataset). CNN, RNN, Hybrid model, and Ensemble

Score
20
★ 81 ⑂ 11
Jupyter Notebook
hoang-ho
hoang-ho
Skin_Lesions_Classification_DCNNs

Transfer Learning with DCNNs (DenseNet, Inception V3, Inception-ResNet V2, VGG16) for skin lesions classification

Score
40
★ 73 ⑂ 35
Jupyter Notebook
lin-tan
lin-tan
CoCoNut-Artifact

For our ISSTA20 paper "CoCoNuT: Combining Context-Aware Neural Translation Models using Ensemble for Program Repair" by Thibaud Lutellier, Hung Viet Pham, Lawrence Pang, Yitong Li, Moshi Wei and Lin Tan

Score
13
★ 62 ⑂ 15
Python
thomas-young-2013
thomas-young-2013
mindware

An efficient open-source AutoML system for automating machine learning lifecycle, including feature engineering, neural architecture search, and hyper-parameter tuning.

Score
25
★ 60 ⑂ 28
Python
subho406
subho406
TF-Speech-Recognition-Challenge-Solution

Source code of the model used in Tensorflow Speech Recognition Challenge (https://www.kaggle.com/c/tensorflow-speech-recognition-challenge). The solution ranked in top 5% in private leaderboard.

Score
27
★ 58 ⑂ 28
Jupyter Notebook
Girrajjangid
Girrajjangid
Machine-Learning-from-Scratch

🤖 Python implementations of some of the fundamental Machine Learning models and algorithms from scratch with interactive Jupyter demos and math being explained.

Score
17
★ 56 ⑂ 15
Jupyter Notebook
Frightera
Frightera
Sample-Machine-Learning-Projects

Some example projects that was made using Tensorflow (mostly). This repository contains the projects that I've experimented-tried when I was new in Deep Learning.

Score
7
★ 39 ⑂ 6
Jupyter Notebook
statmlben
statmlben
ensLoss

EnsLoss: Stochastic Calibrated Loss Ensembles for Preventing Overfitting in Classification

Score
33
★ 36 ⑂ 1
Python
action-ai-institute
action-ai-institute
MABEL-dataset

MABEL: Malware Analysis Benchmark for Artificial Intelligence and Machine Learning

Score
100
★ 33 ⑂ 3
ashishpatel26
ashishpatel26
Most-used-ML-Packages

Here my amazing tutorial collection contain amazing notebook must read. It's contain pytorch, Advance pandas, Ensemble learning, Tensorflow, Genetic Algorithms, Dask, Word Embedding

Score
8
★ 30 ⑂ 11 +1/day
Jupyter Notebook
Snigdho8869
Snigdho8869
Multiclass-Text-Classification

Natural Language Processing for Multiclass Classification: A repository containing NLP techniques for multiclass classification of text data.

Score
0
★ 30 ⑂ 5
Jupyter Notebook
lozelliott
lozelliott
Ensemble_DL_Ransomware_Detector

A Deep Learning ensemble that classifies Windows executable files as either benign, ransomware, or other malware.

Score
0
★ 27 ⑂ 10
Python
chicago-joe
chicago-joe
Python-ML-for-Financial-Applications

Moody's Bond Rating Classifier and USPHCI Economic Activity Forecast Modeling

Score
0
★ 19 ⑂ 6
Python
DarkLink
DarkLink
QuantPits

An advanced, production-ready quantitative trading system built on top of Microsoft Qlib

Score
50
★ 13 ⑂ 6
Python
Athindu
Athindu
cropdoc-app

Cross-platform mobile application with multiple features targeting agricultural community

Score
0
★ 10 ⑂ 1
Dart
LeoRigasaki
LeoRigasaki
stock-market-prediction-engine

Advanced ML system for stock market prediction with real-time data and multiple algorithms

Score
0
★ 10 ⑂ 7
Python
Related Topics
#machine-learning#python#deep-learning#data-science#scikit-learn#random-forest#classification#natural-language-processing#stacking#neural-network#automl#hyperparameter-optimization

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