Shypd.aiThe largest open index of AI toolsLightwood is an AutoML framework that simplifies machine learning pipeline generation and customization using JSON-AI. It helps developers and data scientists focus on data goals without repetitive boilerplate code.
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Lightwood is an AutoML framework designed to streamline the machine learning (ML) lifecycle by allowing users to generate and customize ML pipelines through a declarative syntax called JSON-AI. It abstracts the ML pipeline into three core steps: pre-processing and data cleaning, feature engineering, and model building and training. Lightwood automatically identifies data types, performs cleaning, and splits data. It supports various data types including numbers, dates, categories, text, and multimedia, and offers a time-series mode. Users can override default behaviors, customize encoders, and integrate their own models, making it highly flexible for unique and custom ML tasks. The framework generates Python code from JSON-AI objects, enabling end-to-end training and prediction with pandas DataFrames.
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