update of api docstrings across coach and tutorials [WIP] (#91)

* updating the documentation website
* adding the built docs
* update of api docstrings across coach and tutorials 0-2
* added some missing api documentation
* New Sphinx based documentation

docs_raw/source/index.rst

@@ -0,0 +1,72 @@
+.. Reinforcement Learning Coach documentation master file, created by
+   sphinx-quickstart on Sun Oct 28 15:35:09 2018.
+   You can adapt this file completely to your liking, but it should at least
+   contain the root `toctree` directive.
+
+
+Reinforcement Learning Coach
+============================
+
+Coach is a python framework which models the interaction between an agent and an environment in a modular way.
+With Coach, it is possible to model an agent by combining various building blocks, and training the agent on multiple environments.
+The available environments allow testing the agent in different fields such as robotics, autonomous driving, games and more.
+It exposes a set of easy-to-use APIs for experimenting with new RL algorithms, and allows simple integration of
+new environments to solve.
+Coach collects statistics from the training process and supports advanced visualization techniques for debugging the agent being trained.
+
+.. image:: _static/img/design.png
+   :width: 800px
+
+Blog posts from the Intel® AI website:
+
+* `Release 0.8.0 <https://ai.intel.com/reinforcement-learning-coach-intel/>`_ (initial release)
+
+* `Release 0.9.0 <https://ai.intel.com/reinforcement-learning-coach-carla-qr-dqn/>`_
+
+* `Release 0.10.0 <https://ai.intel.com/introducing-reinforcement-learning-coach-0-10-0/)>`_
+
+* `Release 0.11.0 <https://ai.intel.com/>`_ (current release)
+
+You can find more details in the `GitHub repository <https://github.com/NervanaSystems/coach>`_.
+
+
+.. toctree::
+   :maxdepth: 2
+   :caption: Intro
+   :titlesonly:
+
+   usage
+   features/index
+   selecting_an_algorithm
+   dashboard
+
+
+.. toctree::
+   :maxdepth: 1
+   :caption: Design
+
+   design/control_flow
+   design/network
+
+.. toctree::
+   :maxdepth: 1
+   :caption: Contributing
+
+   contributing/add_agent
+   contributing/add_env
+
+.. toctree::
+   :maxdepth: 1
+   :caption: Components
+
+   components/agents/index
+   components/architectures/index
+   components/environments/index
+   components/exploration_policies/index
+   components/filters/index
+   components/memories/index
+   components/core_types
+   components/spaces
+   components/additional_parameters
+
+