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 ## Introduction
 The goal of this project is to develop an AI Bot to learn and play the popular game Snake from scratch. The implementation includes playing by human player, using rule-based, Q-learn, and finally Deep Reinforcement Learning algorithms. For Q-learning and Deep Reinforcement Learning, no rules about the game are given, and initially the Bot has to try exploring all options to learn what to do to get a good reward.
 
-The code follows the following tutorial:
-https://towardsdatascience.com/how-to-teach-an-ai-to-play-games-deep-reinforcement-learning-28f9b920440a
+The code follows this tutorial: https://towardsdatascience.com/how-to-teach-an-ai-to-play-games-deep-reinforcement-learning-28f9b920440a
 
 
 ## Install