joofio / awesome-data-synthesis
A curated list of awesome resources for creating synthetic data
☆41Updated 3 years ago
Alternatives and similar repositories for awesome-data-synthesis:
Users that are interested in awesome-data-synthesis are comparing it to the libraries listed below
- Metrics to evaluate quality and efficacy of synthetic datasets.☆222Updated this week
- A library of Reversible Data Transforms☆123Updated this week
- A toolbox for differentially private data generation☆129Updated last year
- Benchmarking synthetic data generation methods.☆267Updated this week
- Evaluate real and synthetic datasets against each other☆86Updated last month
- A Unified Framework for Quantifying Privacy Risk in Synthetic Data according to the GDPR☆76Updated 7 months ago
- A suite of auto-regressive and Seq2Seq (sequence-to-sequence) transformer models for tabular and relational synthetic data generation.☆221Updated 2 months ago
- A software package for privacy-preserving generation of a synthetic twin to a given sensitive data set.☆51Updated 5 months ago
- Official git for "CTAB-GAN: Effective Table Data Synthesizing"☆83Updated last year
- 📖 A curated list of resources dedicated to synthetic data☆125Updated 2 years ago
- nbsynthetic is simple and robust tabular synthetic data generation library for small and medium size datasets☆64Updated last year
- ☆35Updated last year
- pyCANON is a Python library and CLI to assess the values of the parameters associated with the most common privacy-preserving techniques.☆30Updated this week
- SDNist: Benchmark data and evaluation tools for data synthesizers.☆34Updated last week
- Frouros: an open-source Python library for drift detection in machine learning systems.☆208Updated 3 weeks ago
- Differentially Private Synthetic Data Generation [DP-SDG] - Experimental Setups & Knowledge Base - WORK IN PROGRESS☆11Updated 2 years ago
- ☆39Updated 2 years ago
- Tools and service for differentially private processing of tabular and relational data☆262Updated last month
- Generating Tabular Synthetic Data using State of the Art GAN architecture☆79Updated 4 years ago
- Synthetic data generators for structured and unstructured text, featuring differentially private learning.☆615Updated last week
- Repository for the results of my master thesis, about the generation and evaluation of synthetic data using GANs☆44Updated last year
- A toolkit for tools and techniques related to the privacy and compliance of AI models.☆99Updated 7 months ago
- Official GitHub for CTAB-GAN+☆73Updated 9 months ago
- Editing machine learning models to reflect human knowledge and values☆124Updated last year
- Federated Learning Utilities and Tools for Experimentation☆187Updated last year
- Generative adversarial training for generating synthetic tabular data.☆284Updated 2 years ago
- Privacy-Preserving Machine Learning (PPML) Tutorial☆37Updated 8 months ago
- Supplemental Material for the ESANN 2019 Submission "Preserving privacy using synthetic data models and applications in health informatic…☆19Updated 4 years ago
- A novel approach for synthesizing tabular data using pretrained large language models☆296Updated 3 months ago
- A curated list of awesome open source tools and commercial products for monitoring data quality, monitoring model performance, and profil…☆72Updated 9 months ago