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Synthcity

A library for generating and evaluating synthetic tabular data.

Tired of generating synthetic corgisโ“๐Ÿถ ๐ŸŒŸ Check out Synthcity, a library for generating and benchmarking synthetic tabular data. https://github.com/vanderschaarlab/synthcity #syntheticdata #tabulardata #privacy ๐Ÿš€ Synthcity includes a wide range of algorithms for various use cases, such as: - tabular data(CTGAN, TVAE, Bayesian Networks etc) - survival analysis(SurvivalGAN etc). - time series(Fourier Flows, TimeGAN, etc.). - privacy-focused(DP-GAN, PATEGAN, AdsGAN, DECAF). - domain adaptation(RadialGAN). ๐Ÿ” Synthcity supports benchmarking multiple algorithms, testing data quality, downstream performance, statistical fidelity, and privacy metrics. ๐ŸŒ€ Give it a try: - Library: https://github.com/vanderschaarlab/synthcity - Tutorial: https://colab.research.google.com/drive/1Vr2PJswgfFYBkJCm3hhVkuH-9dXnHeYV?usp=sharing - Docs: https://synthcity.readthedocs.io/