Ivy provides a unified API layer for writing machine learning code that can be transpiled across different ML frameworks. It offers the ivy.transpile function to convert existing models, tools, and libraries from one framework to another, supporting PyTorch, TensorFlow, JAX, and NumPy as primary targets.