View Source Axon Guides

Axon is a library for creating and training neural networks in Elixir. The Axon guides are a collection of Livebooks designed to introduce Axon's APIs and design decisions from the bottom-up. After working through the guides, you will feel comfortable and confident working with Axon and using Axon for your next deep learning problem.

Model Creation

• Your first Axon model
• Sequential models
• Complex models
• Multi-input / multi-output models
• Custom layers
• Model hooks

Model Execution

• Accelerating Axon
• Training and inference mode

Training and Evaluation

• Your first training loop
• Instrumenting loops with metrics
• Your first evaluation loop
• Using loop event handlers
• Custom models, loss functions, and optimizers
• Writing custom metrics
• Writing custom event handlers

Serialization

• Converting ONNX models to Axon