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All Projects → dongminlee94 → Reinforcement-Learning-Code

dongminlee94 / Reinforcement-Learning-Code

Licence: MIT License
A repository for codes of reinforcement learning algorithms with PyTorch

Programming Languages

python
139335 projects - #7 most used programming language

Labels

reinforcement-learningalgorithmspytorchinverse-reinforcement-learningpytorch-rlmodel-free-rl

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Reinforcement Learning Code with PyTorch

Papers

Algorithms

01. Model-Free Reinforcement Learning

Deep Q-Network (DQN)

Double DQN (DDQN)

Advantage Actor-Critic (A2C)

Asynchronous Advantage Actor-Critic (A3C)

Deep Deterministic Policy Gradient (DDPG)

Truncated Natural Policy Gradient (TNPG)

Trust Region Policy Optimization (TRPO)

TRPO + Generalized Advantage Estimator (GAE)

Proximal Policy Optimization (PPO)

PPO + Generalized Advantage Estimator (GAE)

Soft Actor-Critic (SAC)

02. Inverse Reinforcement Learning

Apprenticeship Learning via Inverse Reinforcement Learning (APP)

Maximum Entropy Inverse Reinforcement Learning (MaxEnt)

Generative Adversarial Imitation Learning (GAIL)

Variational Adversarial Imitation Learning (VAIL)

Learning curve

CartPole

Pendulum

Hopper

Reference

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