Yesterday I saw the announcement in the Twitter about the joint initiative to improve interoperability in Machine Learning between various toolkits and libraries in 3 languages - Julia, Python, and R - SciML.
I suggested them to take a look also to Owl/Owlbarn. Posting here in case Owl folks might be interested.
SciML is an open source software organization created to unify the packages for scientific machine learning. This includes the development of modular scientific simulation support software, such as differential equation solvers, along with the methodologies for inverse problems and automated model discovery. By providing a diverse set of tools with a common interface, we provide a modular, easily-extendable, and highly performant ecosystem for handling a wide variety of scientific simulations.