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A course in reinforcement learning in the wild

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The task offer to copy and paste the implementation of the ReplayBuffer from week3 The task from week3 offer to choose any data structure for the implementation. If np.ndarray was...

In a2c-optional.ipynb link [Nature DQN paper](https://web.stanford.edu/class/psych209/Readings/MnihEtAlHassibis15NatureControlDeepRL.pdf) is invalid

Fix some issues related to running the notebook in Colab and generally clean up.

colab-compatibility

The link of the slides is invalid – [slides #1 (trpo)](https://docs.google.com/presentation/d/15Z_AVBsO9VuOSZ5uY-Q4by3tHKiRSENchhAKHhCxIOc/present?token=AC4w5VgM6o7lCOmwtNFI3lfzyPv2PHOpRQ%3A1511795215658&includes_info_params=1#slide=id.g1d8d5bc58c_0_4)