AIS Graph Classification
========================

Graph Neural Networks for Maritime Vessel Activity Classification

This tutorial demonstrates how to use Graph Neural Networks (GNNs) to classify
vessel fishing activities from Automatic Identification System (AIS) time-series
data, using the Deep Graph Library (DGL).

**Key Result:** GraphSAGE achieved **94.4% test accuracy** on the fishing vs.
non-fishing classification task.

.. toctree::
   :maxdepth: 2
   :caption: Episodes

   episodes/01-introduction
   episodes/02-provision-vm
   episodes/03-setup-environment
   episodes/04-gnn-theory
   episodes/05-ais-data
   episodes/06-running-demonstrator
   episodes/07-faq

.. toctree::
   :maxdepth: 1
   :caption: Resources

   downloads/index