Pseudo-Hamiltonian Neural Networks
===================================

.. important::
   This tutorial demonstrates how to train physics-preserving neural networks
   for dynamical systems on NAIC Orchestrator VMs.

   - **NAIC Portal**: https://www.naic.no/
   - **Orchestrator**: https://orchestrator.naic.no/
   - **Repository**: https://github.com/NAICNO/wp7-UC3-pseudo-hamiltonian-neural-networks

.. toctree::
   :maxdepth: 1
   :caption: Getting Started

   episodes/01-introduction.md
   episodes/02-provision-vm.md
   episodes/03-setup-environment.md

.. toctree::
   :maxdepth: 1
   :caption: Understanding the Science

   episodes/04-phnn-theory.md
   episodes/05-ode-systems.md

.. toctree::
   :maxdepth: 1
   :caption: Hands-On

   episodes/06-running-demonstrator.md
   episodes/07-pde-extensions.md

.. toctree::
   :maxdepth: 1
   :caption: Reference

   episodes/08-faq.md
   downloads/index.rst