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sweetice / Deep-reinforcement-learning-with-pytorch

PyTorch implementation of DQN, AC, ACER, A2C, A3C, PG, DDPG, TRPO, PPO, SAC, TD3 and ....

algorithm deep-learning deep-reinforcement-learning pytorch dqn policy-gradient sarsa resnet a3c reinforce sac alphago actor-critic trpo ppo a2c actor-critic-algorithm td3

Updated Mar 24, 2023
Python

fangvv / UAV-DDPG

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Code for paper "Computation Offloading Optimization for UAV-assisted Mobile Edge Computing: A Deep Deterministic Policy Gradient Approach"

reinforcement-learning deep-learning uav tensorflow dqn reinforcement-learning-algorithms drones deep-q-network ddpg drl deep-deterministic-policy-gradient computation-offloading unmanned-aerial-vehicle actor-critic-algorithm reinforcementlearning rl-algorithms maddpg mobile-edge-computing

Updated Jul 22, 2026
Python

philtabor / Multi-Agent-Deep-Deterministic-Policy-Gradients

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A Pytorch implementation of the multi agent deep deterministic policy gradients (MADDPG) algorithm

reinforcement-learning deep-reinforcement-learning actor-critic-methods actor-critic-algorithm multi-agent-reinforcement-learning maddpg

Updated Apr 8, 2021
Python

BY571 / Soft-Actor-Critic-and-Extensions

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PyTorch implementation of Soft-Actor-Critic and Prioritized Experience Replay (PER) + Emphasizing Recent Experience (ERE) + Munchausen RL + D2RL and parallel Environments.

reinforcement-learning parallel-computing pytorch multi-environment reinforcement-learning-algorithms continuous sac prioritized-experience-replay actor-critic-algorithm soft-actor-critic emphasizing-recent-experience munchausen-reinforcement-learning munchausen d2rl

Updated Feb 24, 2021
Python

VachanVY / Reinforcement-Learning

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

reinforcement-learning deep-reinforcement-learning pytorch artificial-intelligence dqn policy-gradient deep-deterministic-policy-gradient ddpg-algorithm proximal-policy-optimization actor-critic-algorithm dqn-pytorch rl-book sutton-barto-book policy-gradient-with-baseline actor-critic-pytorch soft-actor-critic-continuous ppo-algorithm reinforcement-learning-an-introduction

Updated Aug 14, 2025
Python

erfanMhi / Deep-Reinforcement-Learning-CS285-Pytorch

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Solutions of assignments of Deep Reinforcement Learning course presented by the University of California, Berkeley (CS285) in Pytorch framework

python reinforcement-learning deep-learning berkeley deep-reinforcement-learning openai-gym pytorch neural-networks policy-gradient deep-q-learning mujoco model-based-rl actor-critic-algorithm model-free-rl

Updated Nov 21, 2022
Python

Phoenix-Shen / ReinforcementLearning

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强化学习算法库，包含了目前主流的强化学习算法(Value based and Policy based)的代码，代码都经过调试并可以运行

reinforcement-learning algorithms deep-reinforcement-learning pytorch policy-gradient qlearning-algorithm proximal-policy-optimization dppo prioritized-experience-replay actor-critic-algorithm deep-qlearning-algorithm ddpg-pytorch td3-pytorch

Updated Nov 2, 2023
Python

garlicdevs / Fruit-API

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A Universal Deep Reinforcement Learning Framework

environment games reinforcement-learning deep-learning deep-reinforcement-learning human multi-agent reinforcement-learning-algorithms multiplayer-game multi-objective-optimization atari actor-critic human-in-the-loop arcade-learning-environment actor-critic-algorithm multi-agent-reinforcement-learning policy-gradients

Updated Nov 22, 2022
Python

jekyllstein / Reinforcement-Learning-Sutton-Barto-Exercise-Solutions

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Chapter notes and exercise solutions for Reinforcement Learning: An Introduction by Sutton and Barto

visualization machine-learning statistics reactive latex reinforcement-learning notebook julia julia-language html-css-javascript probability-theory actor-critic-algorithm sutton-barto-book pluto-notebooks

Updated Aug 26, 2026
Julia

GioStamoulos / BTC_RL_Trading_Bot

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A trading bitcoin agent was created with deep reinforcement learning implementations.

deep-learning trading-bot deep-reinforcement-learning cryptocurrency reinforcement-learning-algorithms lstm-neural-networks multilayer-perceptron-network time-series-analysis trust-region-policy-optimization gym-environment proximal-policy-optimization actor-critic-algorithm stable-baselines

Updated Mar 28, 2022
Jupyter Notebook

BY571 / D4PG

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PyTorch implementation of D4PG with the SOTA IQN Critic instead of C51. Implementation includes also the extensions Munchausen RL and D2RL which can be added to D4PG to improve its performance.

reinforcement-learning ddpg deep-deterministic-policy-gradient iqn prioritized-experience-replay actor-critic-algorithm pytorch-implementation distributional-rl d4pg munchausen-reinforcement-learning nstep-bootstrapping d2rl

Updated Apr 7, 2021
Python

kcg2015 / DDPG_numpy_only

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Implemenation of DDPG with numpy only (without Tensorflow)

neural-network policy-gradient reinforcement-learning-algorithms stochastic-gradient-descent adam-optimizer deep-deterministic-policy-gradient actor-critic-algorithm replay-buffer target-network

Updated Mar 4, 2018
Python

nitish-kalan / CartPole-v1-Actor-Critic-Keras

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Solving CartPole-v1 environment in Keras with Actor Critic algorithm an Deep Reinforcement Learning algorithm

machine-learning reinforcement-learning reinforcement-learning-algorithms actor-critic cartpole-gamebot actor-critic-methods actorcritic actor-critic-algorithm cartpole-v1 deepreinforcement actor-critic-with-experience-replay

Updated May 19, 2020
Python

XuehaiPan / Soft-Actor-Critic

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PyTorch Implementation of Soft Actor-Critic Algorithm

reinforcement-learning-algorithms actor-critic actor-critic-algorithm soft-actor-critic

Updated Sep 13, 2020
Python

ankitsharma-tech / Deep-Reinforcement-Learning-With-Pytorch

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PyTorch implementation of DQN, AC, ACER, A2C, A3C, PG, DDPG, TRPO, PPO, SAC, TD3.

algorithm deep-learning deep-reinforcement-learning pytorch dqn policy-gradient sarsa resnet a3c reinforce sac alphago actor-critic trpo ppo a2c actor-critic-algorithm td3

Updated Sep 24, 2025
Python

imraviagrawal / Reinforcement-Learning-Implementation

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Implementation of Reinforcement Algorithms from scratch

reinforcement-learning q-learning cartpole mountain-car sarsa gridworld reinforce td-learning cross-entropy sarsa-lambda blackbox-optimization gridworld-environment actor-critic-algorithm cross-entropy-policy-search cartpole-environment reinforcement-algorithms q-learning-lambda

Updated Dec 6, 2018
Python

frangelbarrera / agentic-harness

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Open-source Python agent harness for auditable, cost-controlled LLM workflows with YAML playbooks and MCP server support.

python yaml audit-logs observability cost-management actor-critic-algorithm workflow-orchestration agent-framework llms ollama-api llm-agents agentic-ai ai-agents-automation model-context-protocol mcp-server litellm-ai-gateway claude-desktop-app agent-harnesses

Updated Aug 31, 2026
Python

shaheennabi / Reinforcement-Learning-Zero-to-Hero

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Reinforcement Learning (RL)! This repository is your hands-on guide to implementing RL algorithms, from Markov Decision Processes (MDPs) to advanced methods like PPO and DDPG. Build smart agents, learn the math behind policies, and experiment with real-world applications!

agent research reinforcement-learning monte-carlo policy-gradient markov-decision-processes temporal-differencing-learning proximal-policy-optimization model-based-rl actor-critic-algorithm policy-optimization model-free-rl

Updated Jan 27, 2026
Python

nima-siboni / simplest-world-Actor-Critic

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Reinforcement learning, Policy Gradient, Actor-Critic, AC, Agent-based Simulation, Simple-world

reinforcement-learning monte-carlo-simulation actor-critic-algorithm on-policy reinforcement-learning-environments

Updated Jul 31, 2020
Python

mkurovski / deep_rl_nanodegree

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Project Solutions for my Deep Reinforcement Learning Nanodegree at Udacity

reinforcement-learning unity deep-reinforcement-learning gym actor-critic-algorithm

Updated Mar 13, 2019
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Here are 42 public repositories matching this topic...

sweetice / Deep-reinforcement-learning-with-pytorch

fangvv / UAV-DDPG

philtabor / Multi-Agent-Deep-Deterministic-Policy-Gradients

BY571 / Soft-Actor-Critic-and-Extensions

VachanVY / Reinforcement-Learning

erfanMhi / Deep-Reinforcement-Learning-CS285-Pytorch

Phoenix-Shen / ReinforcementLearning

garlicdevs / Fruit-API

jekyllstein / Reinforcement-Learning-Sutton-Barto-Exercise-Solutions

GioStamoulos / BTC_RL_Trading_Bot

BY571 / D4PG

kcg2015 / DDPG_numpy_only

nitish-kalan / CartPole-v1-Actor-Critic-Keras

XuehaiPan / Soft-Actor-Critic

ankitsharma-tech / Deep-Reinforcement-Learning-With-Pytorch

imraviagrawal / Reinforcement-Learning-Implementation

frangelbarrera / agentic-harness

shaheennabi / Reinforcement-Learning-Zero-to-Hero

nima-siboni / simplest-world-Actor-Critic

mkurovski / deep_rl_nanodegree

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