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tabular-reinforcement-learning

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nicksmits1 / COMP-579-Reinforcement-Learning

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Reinforcement learning assignments covering bandits, tabular RL, deep RL, and DQN variants. Includes implementations of ε-greedy and Thompson sampling bandits, SARSA/Expected SARSA on FrozenLake, Q-learning and Actor–Critic with neural networks, and an applied project evaluating DQN extensions for ICU sepsis treatment.

reinforcement-learning deep-reinforcement-learning policy-gradient reinforcement-learning-algorithms markov-decision-processes actor-critic deep-q-learning reinforcement-learning-agent sarsa-learning reinforcement-learning-environments tabular-reinforcement-learning
  • Updated Dec 6, 2025
  • Jupyter Notebook

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