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[In-Depth Guide] The Complete CTGAN + SDV Pipeline for High-Fidelity Synthetic Data

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This comprehensive guide demonstrates building a production-ready synthetic data pipeline using CTGAN and SDV ecosystem. The tutorial progresses from raw mixed tabular data through constrained generation, conditional sampling, statistical validation, and utility testing. Key focus is on evaluating how well synthetic data preserves original structure and distributions, moving beyond simple data generation to ensure high-fidelity outputs for real-world applications.