Shypd.aiThe largest open index of AI toolssynthcity is an open-source library for generating and evaluating synthetic tabular data. It supports privacy, fairness, and data augmentation use cases, offering various models for different data types including time series and images.
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synthcity is a comprehensive open-source Python library designed for generating and evaluating synthetic tabular data. It provides a flexible, plugin-based architecture that allows for easy extension and integration of new models. The library includes a wide array of reference models, categorized by type, such as GAN-based (AdsGAN, CTGAN), VAE-based (TVAE), Normalizing Flows, Bayesian Networks, and LLM-based (GReaT) for general-purpose data. It also features specialized generators for time series (TimeGAN, FourierFlows), static survival analysis (SurvivalGAN), and even images (Image ConditionalGAN). synthcity emphasizes privacy-focused generation with models like DECAF and DP-GAN, and offers several evaluation metrics for correctness and privacy. It's ideal for researchers and developers working on data privacy, fairness, and augmentation tasks, though it requires prior imputation for missing data.
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