Models
======

.. toctree::
   :titlesonly:

   hmm/index
   knn/index

----

The following models provided by Sequentia all support variable length sequences.

+--------------------------------------------------------+----------------+---------------+--------------+-----------------------+
| Model                                                  | Task           | Type          | Multivariate | Multiprocessing       |
|                                                        |                |               |              +----------+------------+
|                                                        |                |               |              | Training | Prediction |
+=========================+==============================+================+===============+==============+==========+============+
| :class:`.HMMClassifier` | :class:`.GaussianMixtureHMM` | Classification | Real          | ✔            | ✗        | ✔          |
|                         +------------------------------+----------------+---------------+--------------+----------+------------+
|                         | :class:`.CategoricalHMM`     | Classification | Categorical   | ✗            | ✗        | ✔          |
+-------------------------+------------------------------+----------------+---------------+--------------+----------+------------+
| :class:`.KNNRegressor`                                 | Regression     | Real          | ✔            | N/A      | ✔          |
+--------------------------------------------------------+----------------+---------------+--------------+----------+------------+
| :class:`.KNNClassifier`                                | Classification | Real          | ✔            | N/A      | ✔          |
+-------------------------+------------------------------+----------------+---------------+--------------+----------+------------+