{"repo":"vanderschaarlab/synthcity","free":true,"listed":false,"github":"https://github.com/vanderschaarlab/synthcity","clone":"git clone https://github.com/vanderschaarlab/synthcity.git","description":"A library for generating and evaluating synthetic tabular data for privacy, fairness and data augmentation.","language":"Python","stars":676,"topics":["pytorch","tabular-data","privacy","machine-learning","generative-model","data-augmentation","fairness-ml","synthetic-data"],"license":"Apache-2.0","category":"machine-learning","readme_excerpt":"synthcity A library for generating and evaluating synthetic tabular data. Features: - :key: Easy to extend pluginable architecture. - :cyclone: Several evaluation metrics for correctness and privacy. - :fire: Several reference models, by type: - General purpose: GAN-based (AdsGAN, CTGAN, PATEGAN, DP-GAN),VAE-based(TVAE, RTVAE), Normalizing flows, Bayesian Networks(PrivBayes, BN), Random Forrest (arfpy), LLM-based (GReaT). - Time Series & Time-Series Survival generators: TimeGAN, FourierFlows, TimeVAE. - Static Survival Analysis: SurvivalGAN, SurVAE. - Privacy-focused: DECAF, DP-GAN, AdsGAN, PATEGAN, PrivBayes. - Domain adaptation: RadialGAN. - Images: Image ConditionalGAN, Image AdsGAN. - :book: Read the docs ! - :airplane: Checkout the tutorials! Please note: synthcity does not handle missing data and so these values must be imputed first HyperImpute can be used to do this. :rocket: Installation The library can be installed from PyPI using or from source, using Other library extensions: Install the library with unit-testing support Install the library with GOGGLE support Install the library with ALL the extensions :boom: Sample Usage Generic data List the available general-purpose generators Load and train a tabular generator Generate new synthetic tabular data Benchmark the quality of the plugins Static Survival analysis List the available generators dedicated to survival analysis Generate new data Time series List the available generators Generate new data Images Note : Th","default_branch":null,"files":null,"tree":[],"storefront":"/r/vanderschaarlab","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/vanderschaarlab/synthcity/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}