.. _api.machine_learning.model_selection:

================
Model Selection
================




Model Validation
-----------------

.. currentmodule:: vastorbit.machine_learning.model_selection

.. autosummary::
   :toctree: api

   cross_validate
   learning_curve

______



Variable Selection
-------------------

.. currentmodule:: vastorbit.machine_learning.model_selection

.. autosummary::
   :toctree: api

   randomized_features_search_cv
   stepwise

______

Hyper Parameter Tuning
-----------------------


.. currentmodule:: vastorbit.machine_learning.model_selection.hp_tuning

.. autosummary::
   :toctree: api

   gen_params_grid
   grid_search_cv
   parameter_grid
   plot_acf_pacf
   randomized_search_cv
   validation_curve


______

K-Means
---------------

.. currentmodule:: vastorbit.machine_learning.model_selection

.. autosummary::
   :toctree: api

   best_k
   elbow

______


Statistical Tests
-------------------

See :ref:`api.stats`.