#Ppo

Showing 42 of 42 repositories tagged #ppo, ranked by stars

thu-ml
thu-ml
tianshou

An elegant PyTorch deep reinforcement learning library.

Score
100
★ 10.8k ⑂ 1.3k +25/day
Python
vwxyzjn
vwxyzjn
cleanrl

High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)

Score
75
★ 10.1k ⑂ 1.1k +17/day
Python
MorvanZhou
MorvanZhou
Reinforcement-learning-with-tensorflow

Simple Reinforcement learning tutorials, 莫烦Python 中文AI教学

Score
50
★ 9.5k ⑂ 5.0k
Python
andri27-ts
andri27-ts
Reinforcement-Learning

Learn Deep Reinforcement Learning in 60 days! Lectures & Code in Python. Reinforcement Learning + Deep Learning

Score
88
★ 4.7k ⑂ 669
Jupyter Notebook
sweetice
sweetice
Deep-reinforcement-learning-with-pytorch

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

Score
100
★ 4.6k ⑂ 897 +2/day
Python
ikostrikov
ikostrikov
pytorch-a2c-ppo-acktr-gail

PyTorch implementation of Advantage Actor Critic (A2C), Proximal Policy Optimization (PPO), Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation (ACKTR) and Generative Adversarial Imitation Learning (GAIL).

Score
82
★ 3.9k ⑂ 843
Python
simoninithomas
simoninithomas
Deep_reinforcement_learning_Course

Implementations from the free course Deep Reinforcement Learning with Tensorflow and PyTorch

Score
94
★ 3.9k ⑂ 1.2k
Jupyter Notebook
XinJingHao
XinJingHao
DRL-Pytorch

Clean, Robust, and Unified PyTorch implementation of popular Deep Reinforcement Learning (DRL) algorithms (Q-learning, Duel DDQN, PER, C51, Noisy DQN, PPO, DDPG, TD3, SAC, ASL)

Score
71
★ 3.4k ⑂ 387 +2/day
Python
seungeunrho
seungeunrho
minimalRL

Implementations of basic RL algorithms with minimal lines of codes! (pytorch based)

Score
76
★ 3.2k ⑂ 493 +1/day
Python
nikhilbarhate99
nikhilbarhate99
PPO-PyTorch

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

Score
59
★ 2.4k ⑂ 423
Python
vietnh1009
vietnh1009
Super-mario-bros-PPO-pytorch

Proximal Policy Optimization (PPO) algorithm for Super Mario Bros

Score
25
★ 1.3k ⑂ 240
Python
qfettes
qfettes
DeepRL-Tutorials

Contains high quality implementations of Deep Reinforcement Learning algorithms written in PyTorch

Score
0
★ 1.1k ⑂ 326
Jupyter Notebook
TianhongDai
TianhongDai
reinforcement-learning-algorithms

This repository contains most of pytorch implementation based classic deep reinforcement learning algorithms, including - DQN, DDQN, Dueling Network, DDPG, SAC, A2C, PPO, TRPO. (More algorithms are still in progress)

Score
65
★ 696 ⑂ 110
Python
sail-sg
sail-sg
oat

🌾 OAT: A research-friendly framework for LLM online alignment, including reinforcement learning, preference learning, etc.

Score
100
★ 664 ⑂ 63
Python
jianzhnie
jianzhnie
LLamaTuner

Easy and Efficient Finetuning LLMs. (Supported LLama, LLama2, LLama3, Qwen, Baichuan, GLM , Falcon) 大模型高效量化训练+部署.

Score
64
★ 620 ⑂ 62
Python
archsyscall
archsyscall
DeepRL-TensorFlow2

🐋 Simple implementations of various popular Deep Reinforcement Learning algorithms using TensorFlow2

Score
35
★ 601 ⑂ 137
Python
idreesshaikh
idreesshaikh
Autonomous-Driving-in-Carla-using-Deep-Reinforcement-Learning

Deep Reinforcement Learning (PPO) in Autonomous Driving (Carla) [from scratch]

Score
53
★ 559 ⑂ 100
Python
RLE-Foundation
RLE-Foundation
rllte

Long-Term Evolution Project of Reinforcement Learning

Score
29
★ 470 ⑂ 90
Python
Joyce94
Joyce94
LLM-RLHF-Tuning

LLM Tuning with PEFT (SFT+RM+PPO+DPO with LoRA)

Score
55
★ 452 ⑂ 24 +1/day
Python
zuoxingdong
zuoxingdong
lagom

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

Score
18
★ 378 ⑂ 31
Jupyter Notebook
miroblog
miroblog
tf_deep_rl_trader

Trading Environment(OpenAI Gym) + PPO(TensorForce)

Score
80
★ 253 ⑂ 64
Python
jasonvanf
jasonvanf
llama-trl

LLaMA-TRL: Fine-tuning LLaMA with PPO and LoRA

Score
45
★ 239 ⑂ 24
Python
jackaduma
jackaduma
Vicuna-LoRA-RLHF-PyTorch

A full pipeline to finetune Vicuna LLM with LoRA and RLHF on consumer hardware. Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the Vicuna architecture. Basically ChatGPT but with Vicuna

Score
36
★ 220 ⑂ 18
Python
Naton1
Naton1
osrs-pvp-reinforcement-learning

Train a neural network to PvP in Old School RuneScape using reinforcement learning.

Score
12
★ 167 ⑂ 64
Java
yongzhuo
yongzhuo
chatglm-maths

chatglm-6b微调/LORA/PPO/推理, 样本为自动生成的整数/小数加减乘除运算, 可gpu/cpu

Score
27
★ 165 ⑂ 15
Python
gordicaleksa
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.

Score
0
★ 163 ⑂ 35
Python
ChuaCheowHuan
ChuaCheowHuan
gym-continuousDoubleAuction

A custom MARL (multi-agent reinforcement learning) environment where multiple agents trade against one another (self-play) in a zero-sum continuous double auction. Ray [RLlib] is used for training.

Score
100
★ 154 ⑂ 31
Jupyter Notebook
jackaduma
jackaduma
ChatGLM-LoRA-RLHF-PyTorch

A full pipeline to finetune ChatGLM LLM with LoRA and RLHF on consumer hardware. Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the ChatGLM architecture. Basically ChatGPT but with ChatGLM

Score
18
★ 138 ⑂ 9
Python
lubludrova
lubludrova
rl-handbook

A comprehensive guide to Reinforcement Learning

Score
47
★ 114 ⑂ 9 +9/day
MDX
qlan3
qlan3
Explorer

Explorer is a PyTorch reinforcement learning framework for exploring new ideas.

Score
41
★ 98 ⑂ 14
Python
Enping-Hu
Enping-Hu
minimind-deep-dive

逐行对照 MiniMind 源码精读、并延伸到大模型技术体系的中文学习笔记 —— 预训练 / SFT / DPO / PPO / GRPO、训练机制、MiniMind2→3 版本对照、真实实验证据。

Score
91
★ 94 ⑂ 2 +4/day
Python
godka
godka
Pensieve-PPO

The simplest implementation of Pensieve (SIGCOMM' 17) via state-of-the-art RL algorithms, including PPO, DQN, SAC, and support for both TensorFlow and PyTorch.

Score
6
★ 90 ⑂ 40
DIGITAL Command Language
BY571
BY571
Deep-Reinforcement-Learning-Algorithm-Collection

Collection of Deep Reinforcement Learning Algorithms implemented in PyTorch.

Score
0
★ 82 ⑂ 13
Jupyter Notebook
NJUxlj
NJUxlj
Travel-Agent-based-on-Qwen2-RLHF

A travel agent based on Qwen2.5, fine-tuned by SFT + DPO/PPO/GRPO using traveling question-answer dataset, a mindmap can be output using the response. A RAG system is build upon the tuned qwen2, using Prompt-Template + Tool-Use + Chroma embedding database + LangChain

Score
82
★ 80 ⑂ 6
Python
ZJLAB-AMMI
ZJLAB-AMMI
LLM4RL

A RL approach to enable cost-effective, intelligent interactions between a local agent and a remote LLM

Score
9
★ 80 ⑂ 13
Python
hscspring
hscspring
rl-llm-nlp

Curated, opinionated index of post-R1 LLM × Reinforcement Learning. Many deep-dive blog posts cross-linked to many papers — GRPO, DAPO, DPO, PPO, RLHF, GSPO, CISPO, VAPO, Reward Modeling, MoE RL stability, Verifier-Free RL, Training-Free RL, Agentic RL, DeepSeek-R1 reproduction.

Score
73
★ 71 ⑂ 6
jackaduma
jackaduma
Alpaca-LoRA-RLHF-PyTorch

A full pipeline to finetune Alpaca LLM with LoRA and RLHF on consumer hardware. Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the Alpaca architecture. Basically ChatGPT but with Alpaca

Score
0
★ 60 ⑂ 6
Python
AdamStelmaszczyk
AdamStelmaszczyk
learning2run

Our NIPS 2017: Learning to Run source code

Score
24
★ 55 ⑂ 16
Python
matinaghaei
matinaghaei
Portfolio-Management-ActorCriticRL

Portfolio management using Actor-Critic Deep Reinforcement Learning algorithms including A2C, DDPG, and PPO

Score
20
★ 47 ⑂ 11
Python
ebrahimpichka
ebrahimpichka
DeepRL-trade

Algorithmic Trading Using Deep Reinforcement Learning algorithms (PPO and DQN)

Score
40
★ 21 ⑂ 3
Jupyter Notebook
yupoet
yupoet
aurumq-rl

RL stock selection for China A-share — bundled polars-native factor library (105 Alpha101 + 191 GTJA Alpha191 = 296 factors), board-aware price limits, GPU train + ONNX CPU infer, MIT-licensed.

Score
60
★ 19 ⑂ 3 +1/day
Python
halessi
halessi
rl_trading
Score
0
★ 16 ⑂ 5
Python
Related Topics
#reinforcement-learning#pytorch#deep-learning#deep-reinforcement-learning#a2c#dqn#machine-learning#rlhf#actor-critic#ddpg#policy-gradient#sac

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