Shypd.aiThe largest open index of AI toolsauto_ml is an automated machine learning tool for analytics and production, designed to simplify the process of building and deploying ML models. It automates feature engineering, model selection, and hyperparameter optimization.
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auto_ml is an open-source automated machine learning tool, currently unmaintained, that streamlines the entire machine learning pipeline for both analytics and production environments. It automates crucial steps such as feature engineering, robust scaling, feature selection, data formatting, model selection, and hyperparameter optimization. The tool integrates with popular libraries like TensorFlow, Keras, XGBoost, LightGBM, and CatBoost, allowing for deep learning and gradient boosting models. It supports classification (binary and multiclass) and regression problems, and includes features like categorical ensembling and feature learning to enhance model accuracy and deployment efficiency. Models can be serialized and loaded for fast, real-time predictions in production.
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