ensemble-methods 开源项目推荐（140 个）

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

junchenzhi /Awesome-LLM-Ensemble

A curated list of Awesome-LLM-Ensemble papers for the survey "Harnessing Multiple Large Language Models: A Survey on LLM Ensemble"

pestpp /pestpp

tools for scalable and non-intrusive parameter estimation, uncertainty analysis and sensitivity analysis

N00Bception /AI-CryptoTrader

AI-CryptoTrader 是一款先进的加密货币交易机器人，采用集合方法基于多种复杂算法做出交易决策。采用最新的机器学习和数据科学技术，AI-CryptoTrader 提供强大的工具和先进的交易策略，助力最大化您的加密货币利润。

Curt-Park /handwritten_digit_recognition

Handwritten digit recognition with MNIST & Keras

allianceai /endgame

A unified framework for tabular, time-series, and multimodal machine learning

North-Shore-AI /LlmGuard

AI Firewall and guardrails for LLM-based Elixir applications

yassnemo /titanic-survival-analysis

Project for Titanic survival prediction, achieving 83.28% accuracy through advanced feature engineering, hyperparameter optimization, and ensemble methods.

YisongMiao /CS5228-project

Winning 2nd place🥈at NUS CS5228 in-class Kaggle competition 2018!

aliivaezii /MALTO

2nd place · Detect AI-generated text across 6 classes · ModernBERT + LDAM + per-class ensemble · Macro F1 0.95919 — MALTO Hackathon, Politecnico di Torino

Dipta04 /Machine-Learning

This repository contains practical implementations of core machine learning algorithms and techniques, created for learning and practice purposes.

ryantusi /AI-ML-Engineering

46 projects on a full spectrum of Advanced Data Science, AI, Machine Learning, Deep Learning skills, including EDA, Data Visualization, traditional ML Fundamentals (Regression, Classification, Clustering, Ensemble methods) using TensorFlow/Keras, PyTorch, Scikit-Learn, Pandas, NumPy, & more, implemented in Python scripts & Jupyter Notebooks.k

Sumanth1410-git /SOLARIS-X

🛰️ Production-ready ML system for geomagnetic storm prediction | 98% AUC, 70% recall | Threshold-optimized ensemble with real-time inference | 29-year dataset (1996-2025) | NOAA SWPC operational standards | Complete MLOps pipeline

ChaitanyaC22 /Udacity-AWS-MLE-ND-Project1-Bike-Sharing-Demand-with-AutoGluon

This project focuses on using the AWS open-source AutoML library, AutoGluon, to predict bike sharing demand using the Kaggle Bike Sharing demand dataset.

FlorinAndrei /timeseries-forecasting-fourier-time-dummies

Time series forecasting with Fourier-adjusted time dummies

arvindand /llm-deliberate

Experimentation tool for exploring multi-model LLM deliberation + social choice voting

anneryeo /invoice-payment-prediction-thesis

Invoice payment prediction system to forecast cash flow and prioritize accounts receivable management.

LeondraJames /AdClick_Fraud

Capstone project #2 for the Harvard University Professional Certificate in Data Science

yarkin06 /TabularGBDT

Codes for: "Gradient Boosting Decision Trees on Medical Diagnosis over Tabular Data" (IEEE ICAD 2025)

agusticonesagago /Evaluation-of-methods-to-combine-predictions-from-ensemble-learning-in-multivariate-forecasting

This project studies different possibilities to make good predictions based on machine learning algorithms, but without requiring great theoretical knowledge from the users. Moreover, a software package that implements the prediction process has been developed. The software is an ensemble method that first predicts a value taking into account di…