50 Open Source Ensemble Software Projects
Free and open source ensemble code projects including engines, APIs, generators, and tools.
An implementation of Caruana et al's Ensemble Selection algorithm in Python, based on scikit-learn
Mljar Supervised1756 ⭐
Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation
An example project that predicts house prices for a Kaggle competition using a Gradient Boosted Machine.
68th palce solution in Kaggle Humpback Whale Identification.
An R package for computing asymmetric Shapley values to assess causality in any trained machine learning model
Mannyray Kalmanfilter14 ⭐
Kalman filter sanctuary - including continuous-discrete extended Kalman filter. Bring additional filters here for a bigger collection.
Meta Learning20 ⭐
Meta learning is a subfield of machine learning where automatic learning algorithms are applied on metadata about machine learning experiments.
We present MocapNET, a real-time method that estimates the 3D human pose directly in the popular Bio Vision Hierarchy (BVH) format, given estimations of the 2D body joints originating from monocular color images. Our contributions include: (a) A novel and compact 2D pose NSRM representation. (b) A human body orientation classifier and an ensemble of orientation-tuned neural networks that regress the 3D human pose by also allowing for the decomposition of the body to an upper and lower kinematic hierarchy. This permits the recovery of the human pose even in the case of significant occlusions. (c) An efficient Inverse Kinematics solver that refines the neural-network-based solution providing 3D human pose estimations that are consistent with the limb sizes of a target person (if known). All the above yield a 33% accuracy improvement on the Human 3.6 Million (H3.6M) dataset compared to the baseline method (MocapNET) while maintaining real-time performance
Software for the experiments reported in the RecSys 2019 paper "Multi-Armed Recommender System Bandit Ensembles"
Self Paced Ensemble168 ⭐
ICDE'20 | A general & effective ensemble framework for imbalanced classification. | 泛用，高效，鲁棒的类别不平衡学习框架
Ensemble Pytorch381 ⭐
A unified ensemble framework for PyTorch to improve the performance and robustness of your deep learning model.
The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021).
Zhiningliu1998 Mesa74 ⭐
NeurIPS’20 | Build powerful ensemble class-imbalanced learning models via meta-knowledge-powered resampler. | 设计元知识驱动的采样器解决类别不平衡问题
Rs Nets36 ⭐
[ECCV 2020] Code release for "Resolution Switchable Networks for Runtime Efficient Image Recognition"
Vivamoto Classifier10 ⭐
Machine learning code, derivatives calculation and optimization algorithms developed during the Machine Learning course at Universidade de Sao Paulo. All codes in Python, NumPy and Matplotlib with example in the end of file.
Imbalanced Ensemble74 ⭐
Class-imbalanced / Long-tailed ensemble learning in Python. Modular, flexible, and extensible. | 模块化、灵活、易扩展的类别不平衡/长尾机器学习库
A Machine Learning Approach to Forecasting Remotely Sensed Vegetation Health in Python
Simple sklearn based python implementation of Positive-Unlabeled (PU) classification using bagging based ensembles
[DEPRECATED] An innovative technique that constructs an ensemble of decision trees and converts this ensemble into a single, interpretable decision tree with an enhanced predictive performance
Repository for the AdaptiveRandomForest algorithm implemented in MOA 2016-04