:orphan:

Tutorials
=========

Welcome to the PyJuice examples gallery!

This gallery contains various examples demonstrating the usage of PyJuice library.
Each example showcases a different feature or functionality of PyJuice.

Feel free to explore the examples and learn how to use PyJuice for your projects.


.. raw:: html

    <div class="sphx-glr-thumbnails">

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial demonstrates how to create a Hidden Chow-Liu Tree (https://arxiv.org/pdf/2106.02264.pdf) using pyjuice.structures and train the model with mini-batch EM and full-batch EM. For simplicity, we use the MNIST dataset as an example. ">

.. only:: html

  .. image:: /getting-started/tutorials/images/thumb/sphx_glr_01_train_pc_thumb.png
    :alt:

  :ref:`sphx_glr_getting-started_tutorials_01_train_pc.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Train a PC</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="In this tutorial, you will learn about the basic APIs to construct PCs.">

.. only:: html

  .. image:: /getting-started/tutorials/images/thumb/sphx_glr_02_construct_simple_pc_thumb.png
    :alt:

  :ref:`sphx_glr_getting-started_tutorials_02_construct_simple_pc.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Construct Simple PCs</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial demonstrates how to construct an HMM with pyjuice.inputs, pyjuice.multiply, and pyjuice.summate.">

.. only:: html

  .. image:: /getting-started/tutorials/images/thumb/sphx_glr_03_construct_hmm_thumb.png
    :alt:

  :ref:`sphx_glr_getting-started_tutorials_03_construct_hmm.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Construct an HMM</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Assume we have constructed and trained a PC following the previous tutorials. This tutorial demonstrates how to query the PC, i.e., ask probabilistic queries about the distribution encoded by the PC.">

.. only:: html

  .. image:: /getting-started/tutorials/images/thumb/sphx_glr_04_query_pc_thumb.png
    :alt:

  :ref:`sphx_glr_getting-started_tutorials_04_query_pc.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Query a PC</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="In this tutorial, you will learn how to use the built-in structural transformation algorithms to easily create and manipulate PCs.">

.. only:: html

  .. image:: /getting-started/tutorials/images/thumb/sphx_glr_05_common_transformations_thumb.png
    :alt:

  :ref:`sphx_glr_getting-started_tutorials_05_common_transformations.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">PC Structural Transformation Functions</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /getting-started/tutorials/01_train_pc
   /getting-started/tutorials/02_construct_simple_pc
   /getting-started/tutorials/03_construct_hmm
   /getting-started/tutorials/04_query_pc
   /getting-started/tutorials/05_common_transformations


.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-gallery

    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download all examples in Python source code: tutorials_python.zip </getting-started/tutorials/tutorials_python.zip>`

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download all examples in Jupyter notebooks: tutorials_jupyter.zip </getting-started/tutorials/tutorials_jupyter.zip>`


.. only:: html

 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_