policy-gradients

Basic reinforcement learning algorithms. Including:DQN,Double DQN, Dueling DQN, SARSA, REINFORCE, baseline-REINFORCE, Actor-Critic,DDPG,DDPG for discrete action space, A2C, A3C, TD3, SAC, TRPO

algorithm reinforcement-learning pytorch dqn sarsa a3c ddpg sac actor-critic double-dqn trpo dueling-dqn a2c td3 policy-gradients

Updated Mar 1, 2021
Python

artem-oppermann / Deep-Reinforcement-Learning

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A collection of several Deep Reinforcement Learning techniques (Deep Q Learning, Policy Gradients, ...), gets updated over time.

deep-reinforcement-learning q-learning deep-q-learning ai-agents policy-gradients open-ai-gym

Updated Jan 14, 2020
Python

dredwardhyde / reinforcement-learning

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Reinforcement Learning Examples Of Policy Gradients, PPO+GAE, and DDQN Using OpenAI Gym and PyTorch

reinforcement-learning deep-reinforcement-learning openai-gym reinforcement-learning-algorithms double-dqn proximal-policy-optimization reinforcement-learning-agent gym-environments policy-gradients double-deep-q-network ppo-pytorch ddqn-pytorch

Updated Nov 11, 2021
Python

MahanFathi / Model-Based-RL

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Model-based Policy Gradients

reinforcement-learning openai-gym pytorch computation-graph gym policy-gradient finite-difference backpropagation computational-graphs mujoco model-based ilqg ilqr ilqg-mujoco mujoco-py policy-gradients policy-optimization direct-policy-search mujoco-dynamics

Updated Mar 12, 2020
Python

stewy33 / pong-with-policy-gradients

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Code for an intro to RL workshop. You'll be training a simple agent to play pong using policy gradients. Adapted from http://karpathy.github.io/2016/05/31/rl/

reinforcement-learning pong pytorch tensorboard policy-gradients rl-workshop

Updated Dec 8, 2022
Python

nslyubaykin / relax

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ReLAx - Reinforcement Learning Applications Library

dqn ddpg sac trpo categorical-dqn ppo model-based-rl dyna-q reinforcementlearning td3 policy-gradients rainbow-dqn n-step-bootstrapping mbpo

Updated Feb 19, 2023
Python

hvishal512 / CS6700-Reinforcement-Learning

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Artificial Intelligence series

course reinforcement-learning qlearning policy-gradient sarsa gradient-descent policy-iteration options-framework sarsa-lambda iitm bandit-algorithms policy-gradients dqn-tensorflow puddle-world

Updated Sep 22, 2021
Jupyter Notebook

arjuntheprogrammer / TheSchoolOfAI

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Projects for The School of AI

gan batch-normalization yolo rnn face-recognition densenet regularization transfer-learning autoencoders data-augmentation siamese-network alphazero inception-network enas policy-gradients neural-architecture superconvergence lstm-and-gru

Updated Dec 8, 2022
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thedatamonk / Unity-Continuous-Control

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Project 2 of Udacity Deep Reinforcement Learning Nanodegree

udacity ddpg-algorithm policy-gradients

Updated Jan 17, 2019
Jupyter Notebook

NickKaparinos / Stanford-CS-234-RL-2022

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Solutions to the Stanford CS:234 Reinforcement Learning 2022 course assignments.

deep-reinforcement-learning stanford-university pytorch dqn bandit-algorithm policy-gradients

Updated Jun 27, 2022
Python

ViRu-ThE-ViRuS / desTROY

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Self Play Actor Critic, Reinforcement Learning on TROY; all puns intended

machine-learning reinforcement-learning pygame pytorch policy-gradients

Updated Nov 22, 2022
Python

97jay / DOOM-Game

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The objective of this project is to develop an autonomous agent to perform well in the first person shooting games using various reinforcement learning techniques.

policy-gradients reinforce-algorithm