Update README.md

Author: MichalDanielDobrzanski

README.md

@@ -1,14 +1,13 @@
-# Overview
+## Overview
 
 ### neuralnetworksanddeeplearning.com integrated scripts for Python 3.5.2 and Theano with CUDA support
 
-These scrips are updated ones from the **neuralnetworksanddeeplearning.com** gitHub repository in order to fully work with latest Pyethon distribution.
+These scrips are updated ones from the **neuralnetworksanddeeplearning.com** gitHub repository in order to work with Python 3.5.2
 
 The testing file (**test.py**) contains all three networks (network.py, network2.py, network3.py) from the book and it is the starting point to run (i.e. *train and evaluate*) them.
 
-# Usage
+## Just type at shell: **python3.5 test.py**
 
-Just type at shell:
-**python3.5 test.py**
+In test.py there are examples of networks configurations with proper comments. I did that to relate with particular chapters from the book.