Core Concepts

This section describes the most important concepts in ParamRF, including the core classes, different approaches to defining models, the built-in optimization and inference API, and the JAX and Equinox backend.

• Core Classes
  • The Model
  • Frequency, Parameter and jax.Array
  • The Evaluator and other classes
• Model Building
  • Compositional Modeling
  • Parameter Manipulation
  • Hierachical Modeling
• Optimization and Inference
  • Solvers
• JAX and Batched Models
  • JIT Compilation and XLA
  • Differentiability and Autodifferentiation
  • Vectorization with vmap
  • Batched Models and Equinox