.. Pyro Tutorials documentation master file, created by
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Welcome to Pyro Examples and Tutorials!
=======================================

--- by Heyang Gong

Pyro 是一个 Deep Universal Probabilistic Programming, 将会是我们 Causal AI 的一个重要编程框架。这是一个 Pyro 教程的中文编译项目，我们的翻译一方面仅仅翻译部分内容使之尽量接近原来的官方教程，另外一方面会加入一些个人的总结的理解。

相关资料包括：

- `Pyro 官网 <https://pyro.ai>`_
- `Pyro 全面介绍 <https://sites.google.com/view/causal-inference-zerotoall/codes/tools/pyro>`_
- `Pyro 官方教程汉化版 <https://causalai.github.io/pyro_zh_tutorial/>`_

需要注意：在本教程中，我们混用了随机函数，函数，分布，随机变量这几个概念，他们都是概率程序(probabilistic programs)的不同说法。

Causal AI: https://sites.google.com/view/minituring/


.. toctree::
   :maxdepth: 2
   :caption: Introduction:

   intro_part_i
   intro_part_ii
   svi_part_i
   svi_part_ii
   svi_part_iii
   tensor_shapes

.. toctree::
   :maxdepth: 2
   :caption: Advanced:

   enumeration
   custom_objectives
   jit
   minipyro
   effect_handlers

.. toctree::
   :maxdepth: 2
   :caption: Examples:

   vae
   bayesian_regression
   bayesian_regression_ii
   dmm
   air
   ss-vae
   stable

.. toctree::
   :maxdepth: 2
   :caption: Contributed:

   gmm
   gp
   gplvm
   bo
   easyguide
   forecasting_i
   forecasting_ii
   forecasting_iii
   tracking_1d
   csis
   RSA-implicature
   RSA-hyperbole
   ekf
   working_memory
   elections
   dirichlet_process_mixture
   boosting_bbvi	

.. toctree::
   :maxdepth: 2
   :caption: Code Examples:

   capture_recapture
   cevae
   hmm
   lda
   mcmc
   neutra
   sparse_gamma
   dkl
   einsum
   forecast_simple
   timeseries
   smcfilter




Indices and tables
==================

* :ref:`genindex`
* :ref:`modindex`
* :ref:`search`