machine_learning.self_organizing_map
====================================

.. py:module:: machine_learning.self_organizing_map

.. autoapi-nested-parse::

   https://en.wikipedia.org/wiki/Self-organizing_map



Classes
-------

.. autoapisummary::

   machine_learning.self_organizing_map.SelfOrganizingMap


Functions
---------

.. autoapisummary::

   machine_learning.self_organizing_map.main


Module Contents
---------------

.. py:class:: SelfOrganizingMap

   .. py:method:: get_winner(weights: list[list[float]], sample: list[int]) -> int

      Compute the winning vector by Euclidean distance

      >>> SelfOrganizingMap().get_winner([[1, 2, 3], [4, 5, 6]], [1, 2, 3])
      1



   .. py:method:: update(weights: list[list[int | float]], sample: list[int], j: int, alpha: float) -> list[list[int | float]]

      Update the winning vector.

      >>> SelfOrganizingMap().update([[1, 2, 3], [4, 5, 6]], [1, 2, 3], 1, 0.1)
      [[1, 2, 3], [3.7, 4.7, 6]]



.. py:function:: main() -> None