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Single Table Synthesizers

The SDV offers a variety of synthesizers, which use different algorithms to generate synthetic data. This section describes single table synthesizers, which act on single table data.

Basic Single Table Synthesizers

These synthesizers are available in SDV Community. They build a generative AI model using your training data, and use it to create synthetic data.

Experimental synthesizer: The CopulaGANSynthesizer combines classical statistics with GAN-based modeling.

Specialty Synthesizers

Specialty synthesizers are available for special situations — such as improving speed, enhancing quality, or providing privacy guarantees.

Specialty synthesizers available for licensed, SDV Enterprise users (denoted by ) or through purchasing additional bundles (denoted by ❖). For more information, see the feature comparison.

A synthesizer that is optimized to learn from a smaller number of training rows.

Generate synthetic data from scratch. Use this when you don't have a lot of real data.

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