Have you ever wished some NumPy/jax/PyTorch/TensorFlow code was written in Julia instead? Have you ever translated ODEs written in Matlab to Julia by hand? Would you like to use sparse arrays or GPU computation in a legacy Stan model? Transpilers.jl is a common interface for translating numerical code into Julia. Currently it has backends for R and Python. Matlab and Stan backends are in development.