Birch:
Probabilistic inference,
Programmatic models

Birch is an open source probabilistic programming language that transpiles to C++. It combines automatic differentiation, automatic marginalization, and automatic conditioning to bring advanced modeling tools to statisticians, data scientists, and machine learning engineers.