Synthetic Data Generation
The ydata-sdk
provides powerful tools for generating high-fidelity synthetic data, preserving privacy while maintaining statistical properties.
Available Features
- Tabular Synthetic Data – Generate tabular synthetic data using standard methods.
- Timeseries Synthetic Data – Generate time-series synthetic data using standard methods.
- Synthetic Data with Privacy Levels – Ensure privacy constraints while generating synthetic data.
- Synthetic Data with Calculated Features – Generate synthetic data with feature calculations.
- Faker Synthesizer from source – Use Data Bootstrapping to create synthetic data from the Metadata of a given source.
- Faker Synthesizer from scratch – Generate synthetic data from scratch using Data Bootstrapping techniques.
- Multitable Synthetic Data with Calculated Features – Extend feature calculations across multiple tables.
- MultiTable Synthetic Data with Attribute Tables – Synthesize datasets with multiple attributes.
Click on any section to learn more about its implementation.