AI Co-pilot for Healthcare

Azyri. Advancing science. Across AI and Humanity. Decoding the Past: An Uncertainty-Aware Deep Learning Framework for Sex Attribution in Prehistoric Hand StencilsJournal: Journal of Archaeological Science Karel Becerra · Boris Mederos · Dean Snow · Ramón A. Mollineda Uncertainty-aware computer vision pipeline. Large-scale DNN training + cross-domain inference. Deep ensemble with CNN + Transformer architectures. Ensemble learning explicitly models epistemic uncertainty. Representation learning + UMAP + k-NN provides independent ML validation. Computer vision, uncertainty quantification, deep ensembles, CNN/Transformer architectures, representation learning, manifold learning, non-parametric ML, and XAI