Update deep_learning.rst

docs/deep_learning.rst

@@ -12,33 +12,51 @@ General
 
 Be the first to `contribute! <https://github.com/bfortuner/ml-cheatsheet>`__
 
+Autoencoder
+===========
 
-CNNs
-====
+CNN
+===
 
 Be the first to `contribute! <https://github.com/bfortuner/ml-cheatsheet>`__
 
 `cnn reference <http://www.deeplearningbook.org/contents/convnets.html>`_
 
 
-RNNs
-====
+RNN
+===
 
-`rnn reference <http://www.deeplearningbook.org/contents/rnn.html>`_
+Description of RNN use case and basic architecture.
 
+.. image:: images/relu.png
+      :align: center      
+      :width: 256 px      
+      :height: 256 px     
 
-GANs
-====
+.. rubric:: Model
 
-`generative reference <http://www.deeplearningbook.org/contents/generative_models.html>`_
+.. literalinclude:: ../code/rnn.py   
+      :pyobject: RNN
+
+.. rubric:: Training
 
+Explanation of training loop
 
-Reinforcement Learning
-======================
+.. literalinclude:: ../code/rnn.py   
+      :pyobject: train
 
-Be the first to `contribute! <https://github.com/bfortuner/ml-cheatsheet>`__
+.. rubric:: Further reading
+
+- `Deep Learning Book <http://www.deeplearningbook.org/contents/rnn.html>`_
+
+GAN
+===
+
+- ` Deep Learning Book <http://www.deeplearningbook.org/contents/generative_models.html>`_
 
 
+VAE
+===
 
 .. rubric:: References