Shypd.aiThe largest open index of AI toolscombo is an open-source Python toolbox for machine learning model combination. It provides comprehensive APIs for combining models and scores from key ML libraries for classification, clustering, and anomaly detection.
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combo is a comprehensive, open-source Python toolbox designed for combining machine learning models and scores. It serves as a subtask of ensemble learning, widely used in real-world applications and data science competitions. The library supports integration with popular ML libraries like scikit-learn, xgboost, and LightGBM, offering solutions for crucial tasks such as classification, clustering, and anomaly detection. Key features include unified APIs, detailed documentation, interactive examples, and advanced models like Stacking, DCS, DES, EAC, and LSCP. combo is optimized for performance using JIT and parallelization with numba and joblib, ensuring efficient execution for various combination approaches.
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