Examples

Welcome to the dynestyx examples page

Getting Started

• Quickstart - Minimal introduction to building models in dynestyx and performing inference
• A Gentle Introduction to Dynestyx - Multi-part tutorials: NumPyro and Bayesian workflow → discrete-time dynestyx → filtering and MLL → pseudomarginal inference → SVI → continuous-time (SDE, L63) → HMMs and multiple trajectories. These have tons of examples!

Gallery

• SDEs with Non-Gaussian Observations
• Comparing Different MCMC Algorithms
• HUGE speedups if you assume perfect observations
• SINDy (Sparse identification of non-linear dynamics)
• Using Discretizer to go from continuous-time -> discrete - Coming soon!