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Deep Q-Network Experiments

In this project, I implement Deep Q-Networks and their training procedure, the Q-Learning algorithm.

In particular, I conduct experiments to explore the Q-learning algorithm deeply and understand how policy gradients algorithm compares to it.

Here is a list of experiments I conduct:

  1. Dependence on the discount factor gamma
  2. Policy gradients vs Q-Learning

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Experiments with DQNs

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