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Currently, there exists only one Reinforcement Learning tutorial on the official PyTorch tutorials page, i.e. the DQN tutorial. Considering the popularity of using PyTorch for RL, me and @hemilpanchiwala wanted to contribute to adding some more RL tutorials to the page. We are planning to start with adding some policy-gradient based approach like TRPO/DDPG and are willing to add more "standard" RL algorithms as well while keeping in mind to be as diverse as possible.