Projects in Awesome Lists tagged with policy-gradient

https://github.com/datawhalechina/easy-rl

强化学习中文教程（蘑菇书🍄），在线阅读地址：https://datawhalechina.github.io/easy-rl/

a3c ddpg deep-reinforcement-learning double-dqn dqn dueling-dqn easy-rl imitation-learning policy-gradient ppo q-learning reinforcement-learning sarsa td3

Last synced: 10 May 2025

https://github.com/morvanzhou/reinforcement-learning-with-tensorflow

Simple Reinforcement learning tutorials, 莫烦Python 中文AI教学

a3c actor-critic asynchronous-advantage-actor-critic ddpg deep-deterministic-policy-gradient deep-q-network double-dqn dqn dueling-dqn machine-learning policy-gradient ppo prioritized-replay proximal-policy-optimization q-learning reinforcement-learning sarsa sarsa-lambda tensorflow-tutorials tutorial

Last synced: 13 May 2025

https://github.com/MorvanZhou/Reinforcement-learning-with-tensorflow

Simple Reinforcement learning tutorials, 莫烦Python 中文AI教学

a3c actor-critic asynchronous-advantage-actor-critic ddpg deep-deterministic-policy-gradient deep-q-network double-dqn dqn dueling-dqn machine-learning policy-gradient ppo prioritized-replay proximal-policy-optimization q-learning reinforcement-learning sarsa sarsa-lambda tensorflow-tutorials tutorial

Last synced: 30 Mar 2025

https://github.com/thu-ml/tianshou

An elegant PyTorch deep reinforcement learning library.

a2c atari bcq cql ddpg double-dqn dqn drl imitation-learning mujoco npg policy-gradient ppo pytorch rl sac td3 transferlab trpo

Last synced: 13 May 2025

https://github.com/sweetice/deep-reinforcement-learning-with-pytorch

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

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

Last synced: 14 May 2025

https://github.com/sweetice/Deep-reinforcement-learning-with-pytorch

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

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

Last synced: 01 May 2025

https://github.com/rlcode/reinforcement-learning

Minimal and Clean Reinforcement Learning Examples

a3c actor-critic deep-learning deep-q-network deep-reinforcement-learning dqn machine-learning policy-gradient reinforcement-learning

Last synced: 03 Oct 2025

https://github.com/nikhilbarhate99/ppo-pytorch

Minimal implementation of clipped objective Proximal Policy Optimization (PPO) in PyTorch

deep-learning deep-reinforcement-learning policy-gradient ppo ppo-pytorch proximal-policy-optimization pytorch pytorch-implmention pytorch-tutorial reinforcement-learning reinforcement-learning-algorithms

Last synced: 15 May 2025

https://github.com/nikhilbarhate99/PPO-PyTorch

Minimal implementation of clipped objective Proximal Policy Optimization (PPO) in PyTorch

deep-learning deep-reinforcement-learning policy-gradient ppo ppo-pytorch proximal-policy-optimization pytorch pytorch-implmention pytorch-tutorial reinforcement-learning reinforcement-learning-algorithms

Last synced: 29 Apr 2025

https://github.com/kengz/slm-lab

Modular Deep Reinforcement Learning framework in PyTorch. Companion library of the book "Foundations of Deep Reinforcement Learning".

a2c a3c benchmark deep-reinforcement-learning dqn policy-gradient ppo pytorch reinforcement-learning sac

Last synced: 11 Feb 2026

https://github.com/kengz/SLM-Lab

Modular Deep Reinforcement Learning framework in PyTorch. Companion library of the book "Foundations of Deep Reinforcement Learning".

a2c a3c benchmark deep-reinforcement-learning dqn policy-gradient ppo pytorch reinforcement-learning sac

Last synced: 01 Apr 2025

https://github.com/khrylx/pytorch-rl

PyTorch implementation of Deep Reinforcement Learning: Policy Gradient methods (TRPO, PPO, A2C) and Generative Adversarial Imitation Learning (GAIL). Fast Fisher vector product TRPO.

a2c deep-reinforcement-learning fisher-vectors generative-adversarial-network policy-gradient ppo proximal-policy-optimization pytorch pytorch-rl reinforcement-learning trpo

Last synced: 12 Apr 2025

https://github.com/Khrylx/PyTorch-RL

PyTorch implementation of Deep Reinforcement Learning: Policy Gradient methods (TRPO, PPO, A2C) and Generative Adversarial Imitation Learning (GAIL). Fast Fisher vector product TRPO.

a2c deep-reinforcement-learning fisher-vectors generative-adversarial-network policy-gradient ppo proximal-policy-optimization pytorch pytorch-rl reinforcement-learning trpo

Last synced: 29 Apr 2025

https://github.com/Kismuz/btgym

Scalable, event-driven, deep-learning-friendly backtesting library

a3c advantage-actor-critic algorithmic-trading-library algoritmic-trading backtesting-trading-strategies backtrader deep-reinforcement-learning gym-environment hacktoberfest openai-gym policy-gradient policy-optimisation quantitive-finance reinforcement-learning statistical-arbitrage tensorflow time-series unreal

Last synced: 24 Mar 2025

https://github.com/sudharsan13296/Hands-On-Reinforcement-Learning-With-Python

Master Reinforcement and Deep Reinforcement Learning using OpenAI Gym and TensorFlow

asynchronous-advantage-actor-critic deep-deterministic-policy-gradient deep-learning-algorithms deep-q-network deep-recurrent-q-network deep-reinforcement-learning double-dqn drqn dueling-dqn hindsight-experience-replay markov-decision-processes monte-carlo openai-gym policy-gradient policy-gradients ppo q-learning reinforcement-learning sarsa trpo

Last synced: 02 Apr 2025

https://github.com/sudharsan13296/hands-on-reinforcement-learning-with-python

Master Reinforcement and Deep Reinforcement Learning using OpenAI Gym and TensorFlow

asynchronous-advantage-actor-critic deep-deterministic-policy-gradient deep-learning-algorithms deep-q-network deep-recurrent-q-network deep-reinforcement-learning double-dqn drqn dueling-dqn hindsight-experience-replay markov-decision-processes monte-carlo openai-gym policy-gradient policy-gradients ppo q-learning reinforcement-learning sarsa trpo

Last synced: 04 Apr 2025

https://github.com/omerbsezer/Reinforcement_learning_tutorial_with_demo

Reinforcement Learning Tutorial with Demo: DP (Policy and Value Iteration), Monte Carlo, TD Learning (SARSA, QLearning), Function Approximation, Policy Gradient, DQN, Imitation, Meta Learning, Papers, Courses, etc..

a3c actor-critic deep-reinforcement-learning dyna dynamic-programming imitation-learning machine-learning meta-learning policy-gradient pomdps q-learning reinforcement-learning sarsa td-learning tutorial

Last synced: 19 Jul 2025

https://github.com/omerbsezer/reinforcement_learning_tutorial_with_demo

Reinforcement Learning Tutorial with Demo: DP (Policy and Value Iteration), Monte Carlo, TD Learning (SARSA, QLearning), Function Approximation, Policy Gradient, DQN, Imitation, Meta Learning, Papers, Courses, etc..

a3c actor-critic deep-reinforcement-learning dyna dynamic-programming imitation-learning machine-learning meta-learning policy-gradient pomdps q-learning reinforcement-learning sarsa td-learning tutorial

Last synced: 07 Oct 2025

https://github.com/suragnair/seqgan

A simplified PyTorch implementation of "SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient." (Yu, Lantao, et al.)

deep-learning gan generative-adversarial-network generative-model natural-language-processing natural-language-understanding nlp policy-gradient seqgan

Last synced: 05 Apr 2025

https://github.com/theamrzaki/text_summurization_abstractive_methods

Multiple implementations for abstractive text summurization , using google colab

abstractive-text-summarization ai artificial-intelligence deep-learning deeplearning encoder-decoder google-colab google-colaboratory machine-learning machinelearning nlp pointer-generator policy-gradient reinforcement-learning rnn seq2seq tensorflow text-summarization word2vec

Last synced: 14 May 2025

https://github.com/medipixel/rl_algorithms

Structural implementation of RL key algorithms

deep-learning dqn gym policy-gradient python3 pytorch reinforcement-learning

Last synced: 29 Apr 2025

https://github.com/VinF/deer

DEEp Reinforcement learning framework

deep-reinforcement-learning policy-gradient q-learning

Last synced: 19 Jul 2025

https://github.com/yukezhu/tensorflow-reinforce

Implementations of Reinforcement Learning Models in Tensorflow

actor-critic deep-q-network deep-reinforcement-learning policy-gradient reinforcement-learning tensorflow

Last synced: 25 Feb 2025

https://github.com/navneet-nmk/pytorch-rl

This repository contains model-free deep reinforcement learning algorithms implemented in Pytorch

ddpg deep-learning deep-reinforcement-learning dqn experience-replay gan generative-adversarial-network gym mujoco mujoco-py openai openai-gym policy-gradient pytorch reinforcement-learning rl-algorithms robotics vae vae-gan variational-autoencoder

Last synced: 20 Oct 2025

https://github.com/sudharsan13296/deep-reinforcement-learning-with-python

Master classic RL, deep RL, distributional RL, inverse RL, and more using OpenAI Gym and TensorFlow with extensive Math

a2c a3c actor-critic bellman-equation c51 ddpg deep-learning deep-reinforcement-learning double-dqn dqn inverse-reinforcement-learning openai-gym policy-gradient ppo q-learning reinforcement-learning sac td3 trpo

Last synced: 05 Apr 2025

https://github.com/pythonlessons/reinforcement_learning

Reinforcement learning tutorials

a2c a3c actor-critic-algorythm bipedalwalker d3qn ddqn dqn dueling-dqn lunarlander policy-gradient ppo ppo-agent reinforcement-learning

Last synced: 06 Oct 2025

https://github.com/rlcode/reinforcement-learning-kr

[파이썬과 케라스로 배우는 강화학습] 예제

actor-critic dqn grid-world openai-gym policy-gradient

Last synced: 05 Apr 2025

https://github.com/zuoxingdong/lagom

lagom: A PyTorch infrastructure for rapid prototyping of reinforcement learning algorithms.

artificial-intelligence cem cmaes ddpg deep-deterministic-policy-gradient deep-learning deep-reinforcement-learning evolution-strategies machine-learning mujoco policy-gradient ppo proximal-policy-optimization python pytorch reinforcement-learning research sac soft-actor-critic td3

Last synced: 02 Aug 2025

https://github.com/kengz/openai_lab

An experimentation framework for Reinforcement Learning using OpenAI Gym, Tensorflow, and Keras.

actor-critic ddpg deep-reinforcement-learning experiment keras openai policy-gradient reinforcement-learning tensorflow

Last synced: 09 Apr 2025

https://github.com/salesforce/multihopkg

Multi-hop knowledge graph reasoning learned via policy gradient with reward shaping and action dropout

action-dropout knowledge-graph multi-hop-reasoning policy-gradient pytorch reinforcement-learning reward-shaping

Last synced: 16 May 2025

https://github.com/dena/handyrl

HandyRL is a handy and simple framework based on Python and PyTorch for distributed reinforcement learning that is applicable to your own environments.

deep-learning distributed-training games machine-learning policy-gradient pytorch reinforcement-learning

Last synced: 16 May 2025

https://github.com/DeNA/HandyRL

HandyRL is a handy and simple framework based on Python and PyTorch for distributed reinforcement learning that is applicable to your own environments.

deep-learning distributed-training games machine-learning policy-gradient pytorch reinforcement-learning

Last synced: 03 Apr 2025

https://github.com/bentrevett/pytorch-rl

Tutorials for reinforcement learning in PyTorch and Gym by implementing a few of the popular algorithms. [IN PROGRESS]

a2c actor-critic advantage-actor-critic generalized-advantage-estimation policy-gradient pytorch pytorch-implementation pytorch-implmention pytorch-rl pytorch-tutorial pytorch-tutorials reinforcement-learning reinforcement-learning-algorithms rl

Last synced: 27 Mar 2025

https://github.com/allenpandas/reinforcement-learning-papers

📚 List of Top-tier Conference Papers on Reinforcement Learning (RL)，including: NeurIPS, ICML, AAAI, IJCAI, AAMAS, ICLR, ICRA, etc.

aaai artificial-intelligence deep-reinforcement-learning dqn hierarchical-reinforcement-learning icml ijcai imitation-learning meta-reinforcement-learning multi-agent-reinforcement-learning neurips offline-reinforcement-learning policy-gradient q-learning reinforcement-learning reinforcement-learning-conferences reinforcement-learning-conferences-papers reinforcement-learning-paper reinforcement-learning-papers rl-papers

Last synced: 17 Mar 2025

https://github.com/liamconnell/deep-algotrading

A resource for learning about deep learning techniques from regression to LSTM and Reinforcement Learning using financial data and the fitness functions of algorithmic trading

deep-learning lstm neural-network policy-gradient reinforcement-learning tensorflow

Last synced: 06 Apr 2025

https://github.com/marcometer/episodic-transformer-memory-ppo

Clean baseline implementation of PPO using an episodic TransformerXL memory

actor-critic deep-reinforcement-learning episodic-memory gated-transformer-xl gtrxl memory-gym on-policy policy-gradient pomdp ppo proximal-policy-optimization pytorch transformer transformer-xl trxl

Last synced: 09 Aug 2025

https://github.com/keon/policy-gradient

Minimal Monte Carlo Policy Gradient (REINFORCE) Algorithm Implementation in Keras

deep-reinforcement-learning keras policy-gradient reinforcement-learning

Last synced: 25 Oct 2025

https://github.com/gordicaleksa/pytorch-learn-reinforcement-learning

A collection of various RL algorithms like policy gradients, DQN and PPO. The goal of this repo will be to make it a go-to resource for learning about RL. How to visualize, debug and solve RL problems. I've additionally included playground.py for learning more about OpenAI gym, etc.

deep-learning deep-q-network dqn jupyter policy-gradient ppo python pytorch pytorch-dqn pytorch-implementation pytorch-policy-gradient pytorch-ppo reinforcement-learning reinforcement-learning-algorithms rl

Last synced: 12 Sep 2025

https://github.com/marcometer/recurrent-ppo-truncated-bptt

Baseline implementation of recurrent PPO using truncated BPTT

actor-critic bptt deep-learning deep-reinforcement-learning gru lstm on-policy policy-gradient pomdp ppo proximal-policy-optimization pytorch recurrence recurrent recurrent-neural-networks truncated

Last synced: 16 Mar 2025

https://github.com/liziniu/ReMax

Code for Paper (ReMax: A Simple, Efficient and Effective Reinforcement Learning Method for Aligning Large Language Models)

large-language-models policy-gradient reinforcement-learning rlhf

Last synced: 09 May 2025

https://github.com/allenpandas/tutorial4rl

Tutorial4RL: Tutorial for Reinforcement Learning. 强化学习入门教程.

a3c ddpg deep-reinforcement-learning dqn inverse-reinforcement-learning multi-agent-reinforcement-learning multi-agent-systems policy-gradient qlearning reinforcement-learning reinforcementlearning-tutorial rl-tutorial sarsa tutorial

Last synced: 17 Mar 2025

https://github.com/activatedgeek/torchrl

Highly Modular and Scalable Reinforcement Learning

deep-learning deep-reinforcement-learning dqn machine-learning policy-gradient python3 pytorch reinforcement-learning reinforcement-learning-algorithms

Last synced: 04 Oct 2025

https://github.com/agentmaker/paddle-rlbooks

Paddle-RLBooks is a reinforcement learning code study guide based on pure PaddlePaddle.

actor-critic c51 ddpg double-dqn dqn dueling-dqn noisy-dqn nstep-dqn paddlepaddle policy-gradient policy-gradient-with-baseline policy-iteration q-learning reinforce reinforcement-learning sac sarsa td3 value-iteration

Last synced: 02 Jul 2025

https://github.com/urinx/reinforcementlearning

Reinforcing Your Learning of Reinforcement Learning

advantage-actor-critic alphago alphago-zero atari-2600 cartpole ddpg doom dqn frozenlake gomoku mcts policy-gradient ppo q-learning reinforcement-learning space-invaders tic-tac-toe

Last synced: 14 Jul 2025

https://github.com/vachanvy/reinforcement-learning

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

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

Last synced: 09 Apr 2025

https://github.com/scitator/rl-course-experiments

asynchronous-advantage-actor-critic deep-learning deep-q-network deep-reinforcement-learning genetic-algorithm monte-carlo neural-network policy-gradient reinforcement-learning temporal-differencing-learning tensorflow

Last synced: 25 Jul 2025

https://github.com/keon/codegan

[Deprecated] Source Code Generation using Sequence Generative Adversarial Networks :octocat:

deep-learning paper policy-gradient recurrent-neural-networks rnn

Last synced: 09 Apr 2025

https://github.com/nikhilbarhate99/actor-critic-pytorch

Policy Gradient Actor-Critic PyTorch | Lunar Lander v2

a2c actor-critic deep-reinforcement-learning openai-gym openai-gym-environments policy-gradient pytorch pytorch-implmention pytorch-tutorial reinforcement-learning-algorithms

Last synced: 13 Jul 2025

https://github.com/sshkhr/Practical_RL

My solutions to Yandex Practical Reinforcement Learning course in PyTorch and Tensorflow

bandit-algorithms deep-reinforcement-learning evolutionary-algorithms markov-decision-processes monte-carlo-sampling policy-gradient pytorch reinforcement-learning td-learning tensorflow

Last synced: 05 May 2025

https://github.com/mtrazzi/spinning-up-a-pong-ai-with-deep-rl

Code for "Spinning Up a Pong AI With Deep RL" on FloydHub.

atari2600 blogpost deep-reinforcement-learning jupyter-notebook keras policy-gradient pong reinforcement-learning

Last synced: 12 Apr 2025

https://github.com/sshkhr/practical_rl

My solutions to Yandex Practical Reinforcement Learning course in PyTorch and Tensorflow

bandit-algorithms deep-reinforcement-learning evolutionary-algorithms markov-decision-processes monte-carlo-sampling policy-gradient pytorch reinforcement-learning td-learning tensorflow

Last synced: 11 Apr 2025

https://github.com/alok/rl_implementations

a2c actor-critic ddpg deep-learning deep-q-learning deep-q-network deep-reinforcement-learning dqn hierarchical-reinforcement-learning lstm machine-learning meta-learning policy-gradient reinforcement-learning reptile

Last synced: 05 May 2025

https://github.com/LucasWaelti/RL_Webots

Webots project to show how to use Deep Reinforcement Learning with Webots in C++.

cpp deep-reinforcement-learning libtorch policy-gradient python pytorch rl webots

Last synced: 10 May 2025

https://github.com/ducandu/rl-implementation-impala

A Test-Implementation of the IMPALA algorithm (by deepmind 2018)

deepmind-lab grid-world impala machine-learning policy-gradient reinforcement-learning reinforcement-learning-algorithms

Last synced: 11 Oct 2025

https://github.com/gameofdimension/policy-gradient-pong

tensorflow implementation of Andrej Karpathy's blog about reinforcement learning. http://karpathy.github.io/2016/05/31/rl/

policy-gradient reinforcement-learning tensorflow

Last synced: 15 Oct 2025

https://github.com/neymarl/pacman-rl

Implement some reinforcement learning algorithms, test and visualize on Pacman.

actor-critic pacman policy policy-gradient q-learning reinforcement-learning sarsa-lambda

Last synced: 11 Jul 2025

https://github.com/nikhil-kotecha/Emotional_Dialogue

A Deep Reinforcement Learning Approach (LSTM + policy gradient) to create a chatbot that produces coherent, emotional dialogue.

cnn lstm-neural-networks policy-gradient reinforcement-learning tensorflow

Last synced: 04 Apr 2025

https://github.com/zafarali/policy-gradient-methods

Modular PyTorch implementation of policy gradient methods

policy-gradient reinforcement-learning

Last synced: 07 Sep 2025

https://github.com/bhanuvikasr/deep-rl-torcs

Autonomous Navigation using Deep Reinforcement Learning

actor-critic deep-q-network deep-reinforcement-learning policy-gradient

Last synced: 13 Aug 2025

https://github.com/qasimwani/policy-value-methods

Deep Reinforcement Learning algorithms for Policy Value methods written from scratch.

a3c-lstm actor-critic algorithms augmented-random-search ddpg deep-neural-networks deep-reinforcement-learning evolutionary-algorithms openai-gym policy-gradient proximal-policy-optimization reinforce td3

Last synced: 12 Apr 2025

https://github.com/yao-jason/adl2019

Applied Deep Learning (2019 Spring) @ NTU

actor-critic adl adl2019spring attention-mechanism bert contextual-embeddings deep-q-learning-network dialogue-modeling elmo gan generative-adversarial-network image-generation ntu policy-gradient pytorch reinforcement-learning rnn-pytorch

Last synced: 07 Mar 2026

https://github.com/hcnoh/rl-collection-pytorch

A collection of Reinforcement Learning implementations with PyTorch

actor-critic continuous-control deep-learning deep-reinforcement-learning gae generalized-advantage-estimation openai-gym policy-gradient ppo proximal-policy-optimization pytorch reinforcement-learning trpo trust-region-policy-optimization

Last synced: 30 Apr 2025

https://github.com/goktug97/nes-torch

Minimal PyTorch Library for Natural Evolution Strategies

evolution-strategies evolution-strategy evolutionary-algorithms natural-evolution-strategies policy-gradient pytorch reinforcement-learning

Last synced: 23 Jul 2025

https://github.com/goktug97/pepg-es

Python Implementation of Parameter-exploring Policy Gradients Evolution Strategy

artificial-intelligence evolution-strategies neural-network policy-gradient

Last synced: 19 Aug 2025

https://github.com/aminkhani/deep-rl

You can see a reference for Books, Articles, Courses and Educational Materials in this field. Implementation of Reinforcement Learning Algorithms and Environments. Python, OpenAI Gym, Tensorflow.

artificial-intelligence atari2600 ddqn deep-learning deep-reinforcement-learning deep-rl deeprl dqn machine-learning policy-gradient proximal-policy-optimization reinforcement-learning

Last synced: 21 Jun 2025

https://github.com/hartikainen/easy21

Reinforcement learning agents and environment for Easy21, a modified version of Blackjack

easy21 monte-carlo policy-gradient reinforcement-learning sarsa

Last synced: 25 Mar 2025

https://github.com/omerbsezer/policygradient_ponggame

Pong Game problem solving using RL - Policy Gradient with OpenAI Gym Framework and Tensorflow

openai-gym policy-gradient reinforcement-learning

Last synced: 28 Apr 2025

https://github.com/fer14/raice

Car racing RL agents in actual F1 tracks

cars dqn f1 neat policy-gradient reinforcement-learning rl sarsa

Last synced: 11 Jul 2025

https://github.com/codename-detective/prompt-to-song-generation-using-large-language-models

This project uses LLMs to generate music from text by understanding prompts, creating lyrics, determining genre, and composing melodies. It harnesses LLM capabilities to create songs based on text inputs through a multi-step approach.

deep-learning deep-reinforcement-learning flan-t5 genre-classification llama3 llms natural-language-processing policy-gradient rlhf seq-to-seq transformers

Last synced: 06 Apr 2026

https://github.com/epignatelli/discovering-reinforcement-learning-algorithms

A Jax/Stax implementation of the general meta learning paper: Oh, J., Hessel, M., Czarnecki, W.M., Xu, Z., van Hasselt, H.P., Singh, S. and Silver, D., 2020. Discovering reinforcement learning algorithms. Advances in Neural Information Processing Systems, 33.

actor-critic general-meta-learning jax lstm meta-learning paper-implementations paper-with-code policy-gradient reinforcement-learning reinforcement-learning-algorithms rnn stax

Last synced: 02 Mar 2025

https://github.com/ajaysub110/rlin200lines

PyTorch implementations of Reinforcement Learning algorithms in less than 200 lines

deep-reinforcement-learning dqn machine-learning policy-gradient ppo pytorch-implementations reinforcement-learning reinforcement-learning-algorithms soft-actor-critic

Last synced: 17 Nov 2025

https://github.com/ethancaballero/neural-engineers-first-attempt

first attempt at description2code from 2016

adaptive-computation-time attention policy-gradient seq2seq tensorflow

Last synced: 24 Oct 2025

https://github.com/wadaboa/cpr-appropriation

Solutions to the Harvest CPR appropriation problem with policy gradient methods and social learning, for Autonomous and Adaptive Systems class at UNIBO

aas cpr dqn gathering gifting gym harvest policy-gradient ppo reinforce rllib trpo unibo vpg

Last synced: 15 May 2025

https://github.com/jihoonerd/rl-maze

Simple maze solver by reinforcement learning

maze policy-gradient q-learning reinforce reinforcement-learning sarsa tutorial

Last synced: 12 Apr 2025

https://github.com/garethjns/reinforcement-learning-keras

Reinforcement learning algorithms implemented in Keras (tensorflow==2.3) and sklearn

dqn keras policy-gradient q-learning reinforcement-learning tensorflow2

Last synced: 10 Apr 2025

https://github.com/kraftpunk97-zz/monte-carlo-pg-in-julia

Monte Carlo Policy Gradient implementation in Julia using Flux.jl

flux-ml julia policy-gradient reinforce reinforcement-learning

Last synced: 12 Sep 2025

https://github.com/prakhr/reinforcement-learning-book

[Book] :- Andrea Lonza - Reinforcement Learning Algorithms with Python_ Learn, understand, and develop smart algorithms for addressing AI challenges-Packt Publishing (2019)

actor-critic baseline-cnns dagger ddpg dqn duckietown-environment gym gym-environment multiarmed-bandits policy-gradient policy-iteration pybox2d reinforce reinforcement-learning-algorithms roboschool sarsa-learning td3 tensorflow trpo value-iteration

Last synced: 03 Mar 2026

https://github.com/edoardopona/hex-ai-reinforcement-learning

Reinforcement Learning agents for the game of Hex

deep-learning hex policy-gradient reinforce reinforcement-learning reinforcement-learning-algorithms

Last synced: 17 Apr 2026

https://github.com/shaheennabi/reinforcement-or-deep-reinforcement-learning-practices-and-mini-projects

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!

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

Last synced: 11 Oct 2025

https://github.com/prakhar-ff13/reinforcement-learning-with-python

Reinforcement Learning Notebooks

actor-critic cross-entropy-method deep-learning deep-q-learning deep-reinforcement-learning machine-learning markov-decision-processes monte-carlo policy-evaluation policy-gradient policy-iteration reinforcement-learning temporal-differencing-learning value-iteration

Last synced: 05 May 2026

https://github.com/sophiaas/rlbase

Modular Deep RL infrastructure in PyTorch

a2c deep-reinforcement-learning hierarchical-reinforcement-learning option-critic policy-gradient ppo proximal-policy-optimization pytorch-rl reinforcement-learning

Last synced: 14 May 2026

https://github.com/maik97/wacky-rl

Custom Reinforcement Learning Agents

a2c actor-critic deep-learning deep-reinforcement-learning dqn gym policy-gradient ppo proximal-policy-optimization reinforcement-learning rl-agents rl-algorithms sac soft-actor-critic

Last synced: 21 Sep 2025

https://github.com/andri27-ts/classiccartpole

CartPole using Policy Gradient Model Based

cartpole machine-learning neural-network policy-gradient python reinforcement-learning reinforcement-learning-algorithms

Last synced: 12 May 2026

https://github.com/nvlabs/rlp

RLP: Reinforcement as a Pretraining Objective

grpo language-modeling large-language-models policy-gradient pretraining reasoning reinforcement-learning

Last synced: 09 Oct 2025

https://github.com/redleader962/lecturedirigedrlimplementation

Directed reading on Deep Reinforcement Learning

actor-critic deep-reinforcement-learning policy-gradient soft-actor-critic tensorflow universite-laval

Last synced: 30 Apr 2026

https://github.com/nima-siboni/simplest-world-reinforce

Reinforcement learning, Policy Gradient, REINFORCE, Agent-based Simulation, Simple-world

monte-carlo-simulation policy-gradient policy-monitoring reinforcement-learning reinforcement-learning-environments

Last synced: 14 May 2026

https://github.com/simoninithomas/policy_gradients_cartpole

A Policy Gradient Learning with CartPole-v0 for Siraj Raval's challenge

cartpole-v0 deep-learning policy policy-gradient reinforcement-learning

Last synced: 25 Dec 2025

https://github.com/huichuanli/play_with_deep_reinforcement_learning

玩转深度强化学习

actorcritic dqn policy-gradient

Last synced: 23 Feb 2026

https://github.com/v-ade-r/gymnasium-rl-lab

Reinforcement learning implementations across FrozenLake, LunarLander, and HalfCheetah: Q-learning, SARSA, PPO, SAC, and evolutionary algorithms (CMA-ES, NES, MAP-Elites).

actor-critic evolutionary-algorithms policy-gradient pytorch reinforcement-learning temporal-differencing-learning

Last synced: 09 Jul 2026

https://github.com/jasonzhu1313/analytics-zoo-reinforcement-learning

a2c analytics-zoo bigdl cartpole dqn flappy-bird policy-gradient reinforce reinforcement-learning

Last synced: 28 Apr 2026

https://github.com/msmrexe/neurosymbolic-vqa-program-generator

A comprehensive implementation of a Neurosymbolic framework for Visual Question Answering (VQA) on the CLEVR dataset. This project translates natural language questions into symbolic programs using three different learning strategies: Supervised (LSTM & Transformer), Reinforcement Learning (REINFORCE), and In-Context Learning (LLM).

clevr course-project in-context-learning large-language-models lstm neurosymbolic neurosymbolic-ai policy-gradient program-generator pytorch reinforce reinforcement-learning seq2seq supervised-learning system-2 transformer university-project visual-question-answering visual-reasoning vqa