PINA Tutorials
==============

In this folder we collect useful tutorials in order to understand the principles and the potential of **PINA**. 

.. toctree::
    :maxdepth: 3
    :hidden:

Getting started with PINA
-------------------------
   * :doc:`Introduction to PINA for Physics Informed Neural Networks training<tutorials/tutorial1/tutorial>`
   * :doc:`Building custom geometries with PINA Location class<tutorials/tutorial6/tutorial>`

Physics Informed Neural Networks
--------------------------------
   * :doc:`Two dimensional Poisson problem using Extra Features Learning<tutorials/tutorial2/tutorial>`
   * :doc:`Two dimensional Wave problem with hard constraint<tutorials/tutorial3/tutorial>`

Neural Operator Learning
------------------------
   * :doc:`Two dimensional Darcy flow using the Fourier Neural Operator<tutorials/tutorial5/tutorial>`

Supervised Learning
-------------------
   * :doc:`Unstructured convolutional autoencoder via continuous convolution<tutorials/tutorial4/tutorial>`