hitsz-ids/synthetic-data-generator
A framework that uses GANs and deep learning to generate high-quality synthetic tabular data.
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SDG is a specialized framework designed to generate high-quality structured tabular data using deep learning techniques, specifically GANs. It addresses privacy concerns by producing synthetic datasets that can substitute real data for ML training. The framework is part of an academic research initiative (HITSZ-IDS) and includes pre-commit hooks and CI testing infrastructure.
Frequently asked
- What is hitsz-ids/synthetic-data-generator?
- A framework that uses GANs and deep learning to generate high-quality synthetic tabular data.
- Is synthetic-data-generator open source?
- Yes — hitsz-ids/synthetic-data-generator is open source, released under the Apache-2.0 license.
- What language is synthetic-data-generator written in?
- hitsz-ids/synthetic-data-generator is primarily written in Python.
- How popular is synthetic-data-generator?
- hitsz-ids/synthetic-data-generator has 2.4k stars on GitHub.
- Where can I find synthetic-data-generator?
- hitsz-ids/synthetic-data-generator is on GitHub at https://github.com/hitsz-ids/synthetic-data-generator.