Ivy is both an ML transpiler and a framework, currently supporting JAX, TensorFlow, PyTorch and Numpy.
Ivy unifies all ML frameworks enabling you not only to write code that can be used with any of these frameworks as the backend, but also to convert any function, model or library written in any of them to your preferred framework!
