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Generative AI › Synthetic Data Generation

How does Synthetic Data Generation work

Beginner

Answer

The model learns the statistical patterns of real data and then generates new data points that follow those same patterns without copying actual real records.
Real-world example A hospital uses synthetic data generation to create realistic but fake patient records for testing an AI model without exposing real patient privacy.

Common follow-ups: What is Generative AI, How is Synthetic Data Generation evaluated in practice, What tools are commonly used for Synthetic Data Generation