Tutorials

The Synthesized SDK tutorials are available for download as jupyter notebooks.

Single Table Synthesis

Beginner tutorial. Use the HighDimSynthesizer to generate synthetic data to supplement original data.

Annotations

Use entity annotation to generate privacy compliant data for linked columns.

Rebalancing

Use the ConditionalSampler to rebalance minority classes for downstream ML tasks.

Hyperparameter Tuning

Fine-tune the statistical quality and predictive utility of your synthetic data using the SDK's Tune module.

Customise Model Training Loop

Customise the monitoring and automated control of the training loop.

Time-Series Synthesis

Use the TimeSeriesSynthesizer to generate realistic time series data with a regular interval between measurements.

Event-Based Synthesis

Use the EventSynthesizer to synthesize data with irregular intervals between events.