Shypd.aiThe largest open index of AI toolsSDG is an open-source data & analytics tool that generates high-quality structured tabular synthetic data. It supports various statistical and LLM-based synthesis algorithms, optimized for big data and privacy enhancements.
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About
The Synthetic Data Generator (SDG) is an open-source framework designed to create high-quality structured tabular synthetic data. This synthetic data retains the essential characteristics of original data but is exempt from privacy regulations, making it suitable for data sharing, model training, debugging, and system development. SDG integrates both statistical data synthesis algorithms and LLM-based generation models, offering features like synthetic data generation without training data and off-table feature inference. It is optimized for big data, significantly reducing memory consumption, and continuously tracks academic and industry advancements. SDG also supports differential privacy and anonymization for enhanced security and is easily extensible through a plug-in system for models, data processing, and connectors.
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Free
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