PyMC Example Gallery
====================

.. toctree::
   :hidden:

   object_index/index

Core notebooks
--------------

.. grid:: 1 2 3 3
   :gutter: 4

   .. grid-item-card:: Introductory Overview of PyMC
      :img-top: https://raw.githubusercontent.com/pymc-devs/brand/main/pymc/pymc_logos/PyMC_square.svg
      :link: pymc:pymc_overview
      :link-type: ref
      :shadow: none

   .. grid-item-card:: GLM: Linear regression
      :img-top: https://raw.githubusercontent.com/pymc-devs/brand/main/pymc/pymc_logos/PyMC_square.svg
      :link: pymc:GLM_linear
      :link-type: ref
      :shadow: none

   .. grid-item-card:: Model Comparison
      :img-top: https://raw.githubusercontent.com/pymc-devs/brand/main/pymc/pymc_logos/PyMC_square.svg
      :link: pymc:model_comparison
      :link-type: ref
      :shadow: none

   .. grid-item-card:: Prior and Posterior Predictive Checks
      :img-top: https://raw.githubusercontent.com/pymc-devs/brand/main/pymc/pymc_logos/PyMC_square.svg
      :link: pymc:posterior_predictive
      :link-type: ref
      :shadow: none

   .. grid-item-card:: Distribution Dimensionality
      :img-top: https://raw.githubusercontent.com/pymc-devs/brand/main/pymc/pymc_logos/PyMC_square.svg
      :link: pymc:dimensionality
      :link-type: ref
      :shadow: none

   .. grid-item-card:: PyMC and Aesara
      :img-top: https://raw.githubusercontent.com/pymc-devs/brand/main/pymc/pymc_logos/PyMC_square.svg
      :link: pymc:pymc_aesara
      :link-type: ref
      :shadow: none

(Generalized) Linear and Hierarchical Linear Models
---------------------------------------------------

.. nbgallery::
    :name: generalized_linear_models
    :glob:
    :reversed:

    generalized_linear_models/*


Case Studies
------------

.. nbgallery::
    :name: case_studies
    :glob:
    :reversed:

    case_studies/*


Causal Inference
----------------

.. nbgallery::
    :name: causal_inference
    :glob:
    :reversed:

    causal_inference/*

Diagnostics and Model Criticism
-------------------------------

.. nbgallery::
    :name: diagnostics_and_criticism
    :glob:
    :reversed:

    diagnostics_and_criticism/*


Gaussian Processes
------------------

.. nbgallery::
    :name: gaussian_processes
    :glob:
    :reversed:

    gaussian_processes/*

Inference in ODE models
-----------------------

.. nbgallery::
    :name: ode_models
    :glob:
    :reversed:

    ode_models/*

MCMC
----

.. nbgallery::
    :name: samplers
    :glob:
    :reversed:

    samplers/*

Mixture Models
--------------

.. nbgallery::
    :name: mixture_models
    :glob:
    :reversed:

    mixture_models/*

Survival Analysis
-----------------

.. nbgallery::
    :name: survival_analysis
    :glob:
    :reversed:

    survival_analysis/*

Time Series
-----------

.. nbgallery::
    :name: time_series
    :glob:
    :reversed:

    time_series/*

Variational Inference
---------------------

.. nbgallery::
    :name: variational_inference
    :glob:
    :reversed:

    variational_inference/*

How to
------

.. nbgallery::
    :name: howto
    :glob:
    :reversed:

    howto/*