Data Generation

Choosing a Synthetic Data Method: A Startup's Decision Guide from Statistics to Diffusion Models

AI startups can overcome data scarcity by using synthetic data, but method selection is crucial. This guide maps statistical methods to simple tabular data and deep learning approaches like VAEs, GANs, and diffusion models to complex or unstructured datasets.