Building a Data and AI Platform with PostgreSQL (for . .) by Tom Taulli Benjamin Anderson Jozef de Vries

Author:Tom Taulli, Benjamin Anderson, Jozef de Vries
Language: eng
Format: epub
Publisher: O'Reilly Media, Inc.
Published: 2025-12-19T00:00:00+00:00

Simulation-based environments

Machine-learning generation techniques

For example, we used synthetic data to represent customer migration rules that couldn’t be shared with an LLM. The original data was anonymized and then abstracted into representative examples. This approach allowed us to train and refine models without compromising trust.

And while synthetic data is still emerging as a discipline, it holds enormous promise. But it comes with caveats:

Accuracy

It may miss the subtle, real-world variability that authentic data offers.

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