Reinforcement learning is a type of Machine Learning algorithm which allows software agents and machines to automatically determine the ideal behavior within a specific context, to maximize its performance.
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MIT Technology Review article about Reinforcement Learning: link
Example for RL implmentation in solving Super Mario video game: here