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Reinforcement Learning (RL) has been a key part of the huge growth and advances in AI over recent years.

Combined with deep neural networks, RL has enabled Google Deepmind's DQG to play Atari games, and was a key part of the AlphaGo system that mastered the notoriously difficult 3000-year old game of Go.

Google Deepmind's blog on their RL advances: https://deepmind.com/blog/deep-reinforcement-learning/

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