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An ongoing project consisting of a curated array of reinforcement learning algorithms. This repository serves as a treasure trove of in-depth implementations of diverse RL algorithms, each crafted from the ground up.

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KanupriyaPandey/reinforcement-learning

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Reinforcement Learning

This repository aims to provide and cover different reinforcement learning algorithms and aproaches from scratch in Python. This is ongoing work which will cover the following topics:

  • Gymnasium Environment
  • Custom gymnasium environment (Done)
  • Q Learning Algorithm
    • Gymnasium Environment
    • Custom Gymnasium Environment (Done)
  • SARSA Algorithm
    • Gymnasium Environment
    • Custom Gymnasium Environment (Done)
  • Deep Q-Learning Network (DQN)
  • Double Deep Q-Learning Network (DDQN)
  • Advantage Actor Critic (A2C)
  • Asynchronous Advantage Actor Critic (A3C)
  • Policy Gradient Algorithm

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An ongoing project consisting of a curated array of reinforcement learning algorithms. This repository serves as a treasure trove of in-depth implementations of diverse RL algorithms, each crafted from the ground up.

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