EuroSciPy

This talk introduces a novel approach that bridges SBI and Pyro to enable simulation-based hierarchical Bayesian inference, combining SBI’s ability to handle intractable simulators with Pyro’s expressive power for complex hierarchical structures.

A comprehensive hands-on tutorial at EuroSciPy 2025 teaching scientists and engineers how to use simulation-based inference (SBI) for Bayesian parameter estimation in complex simulators, providing full uncertainty quantification beyond simple best-fit approaches.