Asteroid impact-risk analysis
==========================================================

This project focuses on the analysis of asteroid impact risk using machine
learning techniques.

The project includes:

* Dataset downloading and preparation.
* Data cleaning and transformation.
* Feature creation.
* Exploratory data analysis.
* Neural network training.
* Model evaluation.
* Impact probability predictions.
* Visualization and reporting.

Project workflow
----------------

The complete project follows this workflow:

.. code-block:: text

   Dataset from Hugging Face
              |
              v
   Dataset downloading and cleaning
              |
              v
   Feature creation
              |
              v
   Neural network training
              |
              v
   Model evaluation
              |
              v
   Impact probability predictions

Project outputs
---------------

The trained models are stored in ``models/``.

The metrics, training history, and visualizations are stored in ``reports/``.

To install and run the project, see :doc:`installation`.

.. toctree::
   :maxdepth: 2
   :caption: Contents:

   installation
   usage
   workflow
   results
   modules