Axon is a deep learning framework for Elixir that provides functional and high-level APIs for building and training neural networks. It offers components for activations, layers, losses, metrics, and initialization, all implemented as numerical definitions compatible with Nx compilers and backends. The framework is inspired by PyTorch Ignite and uses Polaris for its optimization API.