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-#Tensorflow Chatbot
+# Tensorflow Chatbot
+
 Tensorflow Chatbot Demo by @Sirajology on [Youtube](https://youtu.be/SJDEOWLHYVo)
 
 Overview
 ============
-This is the full code for 'How to Make an Amazing Tensorflow Chatbot Easily' by @Sirajology on [Youtube](https://youtu.be/SJDEOWLHYVo). In this demo code, we implement Tensorflows [Sequence to Sequence](https://www.tensorflow.org/versions/r0.12/tutorials/seq2seq/index.html) model to train a
+This is the full code for 'How to Make an Amazing Tensorflow Chatbot Easily' by @Sirajology on [Youtube](https://youtu.be/SJDEOWLHYVo). In this demo code, we implement Tensorflow's [Sequence to Sequence](https://www.tensorflow.org/versions/r0.12/tutorials/seq2seq/index.html) model to train a
 chatbot on the [Cornell Movie Dialogue dataset](https://www.cs.cornell.edu/~cristian/Cornell_Movie-Dialogs_Corpus.html). After training for a few hours, the bot is able to hold a fun conversation.