A practical guide to synthetic data generation with Gretel and BigQuery DataFrames

Original URL: https://cloud.google.com/blog/products/data-analytics/synthetic-data-generation-with-gretel-and-bigquery-dataframes/

Added Date: November 5, 2024

Memo: This guide demonstrates integrating Gretel with BigQuery DataFrames for synthetic data generation. By leveraging BigQuery's pandas-compatible APIs and Gretel's machine learning tools, users can generate and de-identify high-quality synthetic data that maintains data privacy and regulatory compliance. The process includes data de-identification with Gretel's Transform v2 and synthetic data generation with Gretel Navigator Fine Tuning, optimized for handling patient records with complex data relationships.