diff --git a/README.md b/README.md
index 3282b5a..84d2d4e 100644
--- a/README.md
+++ b/README.md
@@ -4,12 +4,12 @@ This game is a simple guessing game where you have to guess a 5 letter word.
 
 We have 12478 different words for you to play this game with!
 
-Keep trying your luck as you have 5 chances to find the correct one.
+Keep trying your luck as you have 6 chances to find the correct one.
 
 ## Rules of the game
----
 
-1. You get 5 tries for correctly guessing the word
+
+1. You get 6 tries for correctly guessing the word
 2. Each guess comes back with a feedback:
    * If a character is highlighted with green means it is correct
    * If a character is highlighted with red means it is incorrect
@@ -18,7 +18,7 @@ Keep trying your luck as you have 5 chances to find the correct one.
 
 
 ## Environment Setup
----
+
 
 You will require python3.6.9 or above and the dependencies in requirements.txt to run the game.
 
@@ -34,5 +34,8 @@ or:
 
     python3 game.py
 
+## Neural Network
+
 
-<img style="display: block; margin-left: auto; margin-right: auto; width: 30%;" src="word-game.png" alt="Example run">
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+This repository also hosts a neural network that is trained to play the game.
+If you wish to test you skills against the neural network, you can clone this repository and train it yourself by running main.py
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