Blog

Insights on synthetic data, generative AI, statistical modelling, and technology solutions. Learn about data generation methods, industry applications, and best practices from Nabla Labs members.

Diego Huerfano

CEO & Co-founder

Nabla Labs

August 2025•16 min read

Connections between data augmentation and out-of-distribution data through the lens of KL divergence

Discover what the KL divergence has to tell us, confirming what the intuition already does.

synthetic datamachine learningdeep learningdata augmentationout-of-distribution data

Nabla Labs

Our founding team, with backgrounds in computer science, mathematics and humanistic sciences as well as experience in generative modelling and perception systems, believes that the combination of innovative forward-looking techniques in generative AI and classical mathematical optimisation is the cornerstone of building the next generation of vision systems where solutions are not AI-first but rather human-first.