Updating readme.

README.md

@@ -1,27 +1,34 @@
 yann:
-version 0.01.01 
+version 0.0.1a1 
 
 * An even easier, simpler and versatile CNN alternative to 
     [Lasagne](https://github.com/Lasagne/Lasagne) and [Keras](https://keras.io/).
 * Promotes easy learnability and practice of theano.
 * Modelling by just entries in the boilerplate function.
 
+[![Join the chat at https://gitter.im/yann-users/Lobby](https://badges.gitter.im/yann-users/Lobby.svg)](https://gitter.im/yann-users/Lobby?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge)
+[![MIT License https://img.shields.io/badge/license-MIT-blue.svg)](http://yann.readthedocs.io/en/latest/license.html)
 
 ## Who is this code most useful for ?
 
-[![Join the chat at https://gitter.im/yann-users/Lobby](https://badges.gitter.im/yann-users/Lobby.svg)](https://gitter.im/yann-users/Lobby?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge)
-
 I wrote this code essentially for my labmates, those who are interested in 
-starting deep CNNs to make a fast transition into theano. This will also be 
-useful for industry when teting out prototypes.
-
-There is a [documentation](http://www.public.asu.edu/~rvenka10/_yann/)
-page that has some rudimentary details on how to run the code and how to use it. I 
-am working on a complete Sphinx Documentation to go on read the docs, but until then, 
+starting deep CNNs to make a fast transition into theano. It was called samosa then.
+Now yann has evolved into a toolbox for CNNs. It is designed as a supplement to an upcoming book on 
+Convolutional Neural Networks and also the toolbox of choice for a deep learning course. 
+
+Because of this reason, Yann is specifically designed to be intuitive and easy to use for beginners.
+That does not compromise Yann of any of its features. It is still a good choice for a toolbox for 
+running pre-trained models and build complicated, non-vannilla CNN architectures that are not easy 
+to build with the other toolboxes.This will also be useful for industry when teting out prototypes.
+
+There is a [documentation](http://yann.readthedocs.io/en/latest/)
+page that has some details on how to run the code and how to use it. I 
+am working on a more complete Sphinx Documentation but until then, 
 this is all I have. Contact me if you had trouble.
 
-Thanks for using the code, hope you had fun.
+For a quick start into the toolbox, you can use this 
+[guide](http://yann.readthedocs.io/en/latest/#quick-start).
 
+Thanks for using the code, hope you had fun.
 Ragav Venkatesan
-
-http://www.public.asu.edu/~rvenka10
+http://www.ragav.net