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Title: GitHub - VachanVY/Reinforcement-Learning: PyTorch implementations of algorithms from "Reinforcement Learning: An Introduction by Sutton and Barto", along with various RL research papers. · GitHub

Open Graph Title: GitHub - VachanVY/Reinforcement-Learning: PyTorch implementations of algorithms from "Reinforcement Learning: An Introduction by Sutton and Barto", along with various RL research papers.

X Title: GitHub - VachanVY/Reinforcement-Learning: PyTorch implementations of algorithms from "Reinforcement Learning: An Introduction by Sutton and Barto", along with various RL research papers.

Description: PyTorch implementations of algorithms from "Reinforcement Learning: An Introduction by Sutton and Barto", along with various RL research papers. - VachanVY/Reinforcement-Learning

Open Graph Description: PyTorch implementations of algorithms from "Reinforcement Learning: An Introduction by Sutton and Barto", along with various RL research papers. - VachanVY/Reinforcement-Learning

X Description: PyTorch implementations of algorithms from "Reinforcement Learning: An Introduction by Sutton and Barto", along with various RL research papers. - VachanVY/Reinforcement-Learning

Opengraph URL: https://github.com/VachanVY/Reinforcement-Learning

X: @github

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Prioritized Sweeping	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main
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	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/prioritized_sweeping_maze_env_num_training_curves.png
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/prioritized_sweeping_maze_env_sum_rewards.png
Monte-Carlo Policy-Gradient	https://tinyurl.com/rlzero2hero#monte-carlo-policy-gradient
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/actor_critic_cartpole.gif
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/monte_carlo_policy_gradient_cartpole_train_graph.png
REINFORCE with Baseline	https://tinyurl.com/rlzero2hero#reinforce-with-baseline
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/to/reinforce_baseline.gif
One-Step Actor-Critic	https://tinyurl.com/rlzero2hero#one-step-actor-critic
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/actor_critic_cartpole.gif
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/actor_critic_cartpole_rewards.png
	https://tinyurl.com/rlzero2hero#deep-reinforcement-learning-paper-implementations
Playing Atari with Deep Reinforcement Learning	https://tinyurl.com/rlzero2hero
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/dqn_pong.gif
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/loss_dqn.png
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/Sum_of_Reward.svg
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/Steps_per_Episode.svg
Deep Deterministic Policy Gradient (DDPG)	https://tinyurl.com/rlzero2hero
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/ddpg_pendulum.gif
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/ddpg_on_Pendulum-v1.png
Proximal Policy Optimization (PPO) -- Discrete Action Space	https://tinyurl.com/rlzero2hero
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/LunarLander-v3.gif
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/LunarLander-v3_combined_plots.png
Proximal Policy Optimization (PPO) -- Continuous Action Space	https://tinyurl.com/rlzero2hero
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/PPO_Continuous_Actions_HalfCheetah-v5_GAE.gif
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/PPO_Continuous_Actions_Ant-v5_GAE.gif
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/PPO_tensorboard_log_HalfCheetah-v5_sum_rewards.png
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/PPO_HalfCheetah-v5_loss_charts_tensorboard.png
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/PPO_Cont_Actions_Ant-v5_GAE_training_curves.png
Soft Actor-Critic (SAC)	https://tinyurl.com/rlzero2hero
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/sac_adaptive_alpha_inverteddoublependulum-v5_.gif
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/sac_rewards_adaptive_alpha_InvertedDoublePendulum-v5.png
	https://tinyurl.com/rlzero2hero#advanced-deep-reinforcement-learning-paper-implementations
A Reduction of Imitation Learning and Structured Prediction to No-Regret Online Learning	https://tinyurl.com/rlzero2hero
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/learner_policy_imitation_learning_animation.gif
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/expert_policy_imitation_learning_animation.gif
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/imitation_learning_loss.png
	https://tinyurl.com/VachanVY/Reinforcement-Learning/blob/main/images/rollout_sumrewads_imitation_learning.png
Advanced Policy Gradients: Trust Region Policy Optimization	https://tinyurl.com/rlzero2hero
	https://tinyurl.com/rlzero2hero#blog
	https://tinyurl.com/rlzero2hero#star-history
	https://www.star-history.com/#VachanVY/Reinforcement-Learning&Date
tinyurl.com/rlzero2hero	https://tinyurl.com/rlzero2hero
reinforcement-learning	https://tinyurl.com/topics/reinforcement-learning
deep-reinforcement-learning	https://tinyurl.com/topics/deep-reinforcement-learning
pytorch	https://tinyurl.com/topics/pytorch
artificial-intelligence	https://tinyurl.com/topics/artificial-intelligence
dqn	https://tinyurl.com/topics/dqn
policy-gradient	https://tinyurl.com/topics/policy-gradient
deep-deterministic-policy-gradient	https://tinyurl.com/topics/deep-deterministic-policy-gradient
ddpg-algorithm	https://tinyurl.com/topics/ddpg-algorithm
proximal-policy-optimization	https://tinyurl.com/topics/proximal-policy-optimization
actor-critic-algorithm	https://tinyurl.com/topics/actor-critic-algorithm
dqn-pytorch	https://tinyurl.com/topics/dqn-pytorch
rl-book	https://tinyurl.com/topics/rl-book
sutton-barto-book	https://tinyurl.com/topics/sutton-barto-book
policy-gradient-with-baseline	https://tinyurl.com/topics/policy-gradient-with-baseline
actor-critic-pytorch	https://tinyurl.com/topics/actor-critic-pytorch
soft-actor-critic-continuous	https://tinyurl.com/topics/soft-actor-critic-continuous
ppo-algorithm	https://tinyurl.com/topics/ppo-algorithm
reinforcement-learning-an-introduction	https://tinyurl.com/topics/reinforcement-learning-an-introduction
Readme	https://tinyurl.com/rlzero2hero#readme-ov-file
MIT license	https://tinyurl.com/rlzero2hero#MIT-1-ov-file
Please reload this page	https://tinyurl.com/rlzero2hero
Activity	https://tinyurl.com/VachanVY/Reinforcement-Learning/activity
14 forks	https://tinyurl.com/VachanVY/Reinforcement-Learning/forks
Report repository	https://tinyurl.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FVachanVY%2FReinforcement-Learning&report=VachanVY+%28user%29
Please reload this page	https://tinyurl.com/rlzero2hero
Contributors	https://tinyurl.com/VachanVY/Reinforcement-Learning/graphs/contributors
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Python 100.0%	https://tinyurl.com/VachanVY/Reinforcement-Learning/search?l=python
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