Lunar Lander RL ML Frameworks

Reinforcement learning implementations solving the Lunar Lander environment using DQN, PPO, and related algorithms. Does NOT include other RL environments, general RL frameworks, or non-RL lunar lander simulations.

There are 44 lunar lander rl frameworks tracked. 1 score above 50 (established tier). The highest-rated is vietnh1009/Super-mario-bros-PPO-pytorch at 50/100 with 1,268 stars.

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#	Framework	Score	Tier	Stars	Language
1	vietnh1009/Super-mario-bros-PPO-pytorch Proximal Policy Optimization (PPO) algorithm for Super Mario Bros	50	Established	1,268	Python
2	taherfattahi/ppo-rocket-landing Proximal Policy Optimization (PPO) algorithm using PyTorch to train an agent...	48	Emerging	243	Python
3	anh-nn01/Lunar-Lander-Double-Deep-Q-Networks An AI agent that use Double Deep Q-learning to teach itself to land a Lunar...	38	Emerging	17	Python
4	Itomigna2/Muesli-lunarlander Muesli RL algorithm implementation (PyTorch) (LunarLander-v2)	37	Emerging	19	Jupyter Notebook
5	fvalka/atc-reinforcement-learning Reinforcement learning for an air traffic control task. OpenAI gym based simulation.	36	Emerging	77	Jupyter Notebook
6	ugurcanozalp/heli-gym OpenAI GYM environment for 6-DOF Helicopter simulation	35	Emerging	17	C++
7	mhyrzt/Simple-MADRL-Chess MADRL project solving chess environment using PPO with two different...	34	Emerging	19	Python
8	sdsubhajitdas/Rocket_Lander_Gym 💥💥 This is a easy installable extension for OpenAi Gym Environment. This...	33	Emerging	58	Python
9	juliankappler/lunar-lander Implementation of deep reinforcement learning algorithms for training an...	32	Emerging	38	Jupyter Notebook
10	sandipanrakshit34/OptiRocket-Rocket-Trajectory-Optimization Model-free reinforcement learning has been applied to many challenging...	31	Emerging	3	Jupyter Notebook
11	YeopSeung04/Rocket-Landing Rocket landing AI using reinforcement learning [keyword][Reinforcement...	30	Emerging	8	C#
12	wiitt/DQN-Car-Racing Implementation of DQN and DDQN algorithms for Playing Car Racing Game	29	Experimental	12	Jupyter Notebook
13	kucharzyk-sebastian/aigym_dqn Deep Q-Network agent implemented in Python capable of learning to land on...	29	Experimental	4	Jupyter Notebook
14	MehdiShahbazi/DQN-Frozenlake-Gymnasium This repo implements Deep Q-Network (DQN) for solving the Frozenlake-v1...	26	Experimental	21	Python
15	JohDonald/Deep-Q-Learning-Deep-SARSA-LunarLander-v2 Applying deep reinforcement learning algorithms, Deep SARSA and Deep...	25	Experimental	8	Jupyter Notebook
16	Cain15/2D_Karting A 2D racing game environment built with Pygame for experimenting with...	25	Experimental	1	Python
17	IlyaNovikov-RD/rocket_classifier Physics-Informed Rocket Trajectory Classifier. Vectorized signal processing...	23	Experimental	1	Python
18	MehdiShahbazi/DQN-Mountain-Car-Gymnasium This repo implements Deep Q-Network (DQN) for solving the Mountain Car v0...	21	Experimental	10	Python
19	Eternalyze0/jediknight ⚔️ Playing Jedi Academy with Deep Curiosity ⚔️	21	Experimental	6	Python
20	Bharathyalagi/Lunar-Lander-Deep-Q-Learning-DQN-with-PyTorch A simple Deep Q-Learning project that trains an agent to land a spacecraft...	20	Experimental	1	Jupyter Notebook
21	ariankhanjani/Frozen-Lake-Openai-Gym Implementation of RL Tabular Algorithms in Openai Gym Frozen-Lake Environment	20	Experimental	5	Jupyter Notebook
22	Amirarsalan-sn/Lunar-Lander Lunar Lander envitoment of gymnasium solved using Double DQN and D3QN	20	Experimental	8	Python
23	MehdiShahbazi/DQN-Cliff-Walking-Gymnasium This repo implements Deep Q-Network (DQN) for solving the Cliff Walking v0...	20	Experimental	6	Python
24	nicolamaritan/a2c-lunarlander A2C PyTorch implementation for the LunarLander environment.	18	Experimental	2	Jupyter Notebook
25	Anusha-me/mountaincar_v0-reinforcement-learning Reinforcement learning solution for the Mountain Car problem using value...	18	Experimental	1	Jupyter Notebook
26	casinca/GRPO-classic-RL Open-source implementation/adaptation of DeepSeek GRPO applied to...	17	Experimental	—	Jupyter Notebook
27	lcarnevale/blife OpenAI Gym Battery Lifetime Manager environment for Raspberry Pi IoT solutions.	17	Experimental	1	Python
28	EnriqManComp/smart-disks-PPO This project aims to find a possible solution to a search problem in a given...	17	Experimental	1	Python
29	virtualms/LunarLander-DQNs The aim of this project is to experiment some DQN variants on LunarLander-v2...	17	Experimental	1	Jupyter Notebook
30	GregoryKogan/rocket-landing This program teaches rockets to land on platform in front of your eyes.	17	Experimental	1	JavaScript
31	renan-siqueira/reinforcement-learning-frozen-lake This project aims to explore the basic concepts of Reinforcement Learning...	16	Experimental	—	Python
32	Mugisha-isaac/Formative3-Group12-DQN Using Stable Baselines 3 and Gymnasium to train and evaluate a Deep...	14	Experimental	—	Jupyter Notebook
33	MahanVeisi8/RL_practices Collection of my Reinforcement Learning (RL) practices including DQN, D3QN,...	14	Experimental	16	Jupyter Notebook
34	drakyanerlanggarizkiwardhana/Rocket-Lander-Gym 💥💥 This is a easy installable extension for OpenAi Gym Environment. This...	13	Experimental	—	Python
35	sibmr/IRLSeminar-MaximumEntropyInverseReinforcementLearning Maximum Entropy Inverse Reinforcement Learning on the FrozenLake-v0-8x8 environment.	13	Experimental	10	Jupyter Notebook
36	Silidrone/aiplane AI agent that uses DQN to learn how to land an airplane in XPLANE-12 flight...	13	Experimental	—	Python
37	youssefghafour/codingame-mars-lander Solving Mars Lander – Episode 2 using a heuristic function that evaluates...	13	Experimental	—	Python
38	DodoEstinto/selfBalancingAI Self Balancing AI using Q-Learning	11	Experimental	—	Python
39	CodeKnight314/Lunar-Lander-RL Lunar Lander Implementation in both continuous and discrete action space...	11	Experimental	—	Python
40	mohamedrxo/Q-learning-with-gymnasium this project is using the gym enviremnent to train RL model using q-learning	11	Experimental	3	Jupyter Notebook
41	artemi8/RL-Rocket-Landing This repository showcases the use of the pyflyt module's rocket landing...	11	Experimental	4	Jupyter Notebook
42	VOCdevShy/Q-Learning_Frozen_Lake Made with the gym package from the farama foundation, this project is an...	10	Experimental	2	Python
43	Abhijith14/FrozenRL Reinforcement learning on the FrozenLake-v1 environment	10	Experimental	2	Jupyter Notebook
44	ibkvictor/frozen-lake-agent Using reinforcement learning to train an agent to play frozen-lake.	10	Experimental	2	Jupyter Notebook

Comparisons in this category

Super-mario-bros-PPO-pytorch and ppo-rocket-landing (50 vs 48) Lunar-Lander-Double-Deep-Q-Networks and aigym_dqn (38 vs 29)