emmi.modules.preprocessors.normalizers.mean_std_normalization
=============================================================

.. py:module:: emmi.modules.preprocessors.normalizers.mean_std_normalization


Classes
-------

.. autoapisummary::

   emmi.modules.preprocessors.normalizers.mean_std_normalization.MeanStdNormalization


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

.. py:class:: MeanStdNormalization(normalizer_config, **kwargs)

   Bases: :py:obj:`emmi.modules.preprocessors.normalizers.shift_and_scale_normalizer.ShiftAndScaleNormalizer`


   Normalizes data using mean and standard deviation. It shifts the data by subtracting the mean and scales it by dividing by the standard deviation.

   :param normalizer_config: Configuration containing mean and std values. Imports MeanStdNormalizerConfig.
   :param \*\*kwargs: Additional arguments passed to the parent class.

   :raises ValueError: If `mean` and `std` do not have the same length.
   :raises ValueError: If any value in `std` is zero (to avoid division by zero).
   :raises ValueError: If any value in `std` is negative.


   .. py:attribute:: EPSILON
      :value: 1e-06



   .. py:attribute:: mean


   .. py:attribute:: std