Synthesizers
The SDV offers a variety of synthesizers, which use different algorithms to generate synthetic data.
Don't know where to start? We recommend the Fast ML Preset. This is a preset synthesizer that you can use with minimal customization. It's designed to get you going quickly with a basic machine learning model.
Use the table below to determine the right synthesizer for your needs.
Feature | * Day Z | Gaussian Copula | CTGAN | TVAE |
---|---|---|---|---|
Synthesize with only metadata | ✔ | | | |
Add constraints | | ✔ | ✔ | ✔ |
Understand & modify learned patterns | | ✔ | | |
Anonymize columns | ✔ | ✔ | ✔ | ✔ |
Learn intra-table patterns | | ✔ | ✔ | ✔ |
Sample with conditions | | ✔ | ✔ | ✔ |
Scalability | ✔ | ✔ | | |
Availability | Enterprise | Public | Public | Public |
*SDV Enterprise Features. These features are only available for licensed, enterprise users. To learn more about the SDV Enterprise features and purchasing a license, get in touch with us.
Last modified 12d ago