This content originally appeared on DEV Community and was authored by Dr. Carlos Ruiz Viquez
"Get Ready for the Synthetic Data Revolution: A 5-Fold Increase by 2027
The future of artificial data is brighter than ever, with a predicted 5-fold increase in synthetic data adoption by 2027. This growth is fueled by the rapid advancements in Generative Adversarial Networks (GANs), which have transformed the way we generate, manipulate, and analyze data. As GANs converge with explainability techniques, particularly SHAP (SHapley Additive exPlanations) values, we're witnessing a seismic shift in the way organizations approach high-stakes applications.
GANs have long been the unsung heroes of synthetic data generation, capable of producing photorealistic images, videos, and even audio files. However, their opaque nature has limited their widespread adoption. That's where SHAP values come in – a game-changing explainability technique that sheds light on the decision-making process of GANs. By providing transparent and interpretable insights, SHAP values empower organizations to tru...
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This content originally appeared on DEV Community and was authored by Dr. Carlos Ruiz Viquez
Dr. Carlos Ruiz Viquez | Sciencx (2025-09-25T16:12:24+00:00) “Get Ready for the Synthetic Data Revolution: A 5-Fold Incre. Retrieved from https://www.scien.cx/2025/09/25/get-ready-for-the-synthetic-data-revolution-a-5-fold-incre-2/
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