Synthetic Data
==============

.. automodule:: vanguard.datasets.synthetic

.. autoclass:: vanguard.datasets.synthetic.SyntheticDataset
    :show-inheritance:
    :members:


.. autoclass:: vanguard.datasets.synthetic.HeteroskedasticSyntheticDataset
    :show-inheritance:
    :members:


.. autoclass:: vanguard.datasets.synthetic.HigherRankSyntheticDataset
    :show-inheritance:
    :members:

.. autoclass:: vanguard.datasets.synthetic.MultidimensionalSyntheticDataset
    :show-inheritance:
    :members:


The following functions are included as defaults for the previous class, although the  class can be passed almost any function if required.

.. autofunction:: vanguard.datasets.synthetic.simple_f

.. autofunction:: vanguard.datasets.synthetic.complicated_f

.. autofunction:: vanguard.datasets.synthetic.very_complicated_f



Classification
--------------

.. autoclass:: vanguard.datasets.classification.BinaryStripeClassificationDataset
    :show-inheritance:
    :members:
    :member-order: bysource

.. autoclass:: vanguard.datasets.classification.BinaryGaussianClassificationDataset
    :show-inheritance:
    :members:
    :member-order: bysource

.. autoclass:: vanguard.datasets.classification.MulticlassGaussianClassificationDataset
    :show-inheritance:
    :members:
    :member-order: bysource