Lumina AI
AI & ML interests
Founded in 2015, Lumina AI develops Random Contrast Learning (RCL®) — a new paradigm in machine learning that moves beyond neural networks. RCL is designed to work across text, tabular, and image data, delivering models that are lightweight, reproducible, and efficient on standard CPU hardware. Instead of relying on massive GPU clusters, RCL introduces a different way of learning patterns in data — one that emphasizes: Determinism – identical runs on identical data always yield the same model. Efficiency – millisecond-level inference and compact model files. Accessibility – deployable anywhere: laptops, servers, or the edge. We share datasets and resources here on Hugging Face so the community can explore how RCL opens new possibilities for machine learning research and practice — from rapid prototyping to enterprise-scale deployment.