phitodeep.optimization.optimizers
=================================

.. py:module:: phitodeep.optimization.optimizers


Classes
-------

.. autoapisummary::

   phitodeep.optimization.optimizers.Optimizer
   phitodeep.optimization.optimizers.SGD
   phitodeep.optimization.optimizers.Adam


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

.. py:class:: Optimizer(name: str)

   .. py:attribute:: name


   .. py:method:: step(layers)
      :abstractmethod:



.. py:class:: SGD(alpha=0.01)

   Bases: :py:obj:`Optimizer`


   .. py:attribute:: alpha
      :value: 0.01



   .. py:method:: step(layers)


.. py:class:: Adam(alpha=0.01, beta1=0.9, beta2=0.999, epsilon=1e-08)

   Bases: :py:obj:`Optimizer`


   .. py:attribute:: alpha
      :value: 0.01



   .. py:attribute:: beta1
      :value: 0.9



   .. py:attribute:: beta2
      :value: 0.999



   .. py:attribute:: epsilon
      :value: 1e-08



   .. py:attribute:: t
      :value: 0



   .. py:attribute:: m


   .. py:attribute:: v


   .. py:method:: step(layers)