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grid-world-rl's Introduction

Reinforcement Learning

Practice of Course "Artificial Intelligence: Reinforcement Learning in Python" and *Advanced Course "Advanced AI: Deep Reinforcement Learning in Python"

Grid World

  • Dynamic Programming

  • Monte Carlo

    • Monte Carlo ES(Explore Start) - Crazy Grid World.ipynb

  • Temporal Differences

    • SARSA - Crazy Grid World.ipynb
    • Q Learning - Crazy Grid World.ipynb

  • Approximation Methods

    • Approx Semigradient SARSA Control - Crazy Grid World.ipynb

CartPole

  • Temporal Differences

    • SARSA - QTable + Bins
    • Q Learning - QTable + Bins

  • Approximation Methods

    • Approx SemiGrad SARSA Control

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