Robot Learning Resources ML Frameworks

Curated collections and awesome lists focused on robot learning, manipulation, reinforcement learning, and robotics frameworks. Does NOT include individual implementations, tutorials, or specialized applications like autonomous driving or game-playing agents.

There are 40 robot learning resources frameworks tracked. 3 score above 50 (established tier). The highest-rated is jslee02/awesome-robotics-libraries at 66/100 with 2,827 stars. 1 of the top 10 are actively maintained.

Get all 40 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=robot-learning-resources&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

# Framework Score Tier
1 jslee02/awesome-robotics-libraries

:sunglasses: A curated list of robotics libraries and software

66
Established
2 endymecy/awesome-deeplearning-resources

Deep Learning and deep reinforcement learning research papers and some codes

61
Established
3 daviddao/awesome-very-deep-learning

♾A curated list of papers and code about very deep neural networks

50
Established
4 Ly0n/awesome-robotic-tooling

Tooling for professional robotic development in C++ and Python with a touch...

48
Emerging
5 sekwiatkowski/awesome-capsule-networks

A curated list of awesome resources related to capsule networks

43
Emerging
6 wangxb96/Awesome-EdgeAI

Resources of our survey paper "Optimizing Edge AI: A Comprehensive Survey on...

42
Emerging
7 dbobrenko/awesome-rl

Awesome RL: Papers, Books, Codes, Benchmarks

42
Emerging
8 ThyrixYang/awesome-artificial-intelligence-research

A curated list of Artificial Intelligence (AI) Research, tracks the cutting...

41
Emerging
9 SerialLain3170/AwesomeAnimeResearch

Papers, repository and other data about anime or manga research. Please let...

40
Emerging
10 txsun1997/awesome-early-exiting

A curated list of Early Exiting papers, benchmarks, and misc.

39
Emerging
11 ahundt/awesome-robotics

A curated list of awesome links and software libraries that are useful for robots.

39
Emerging
12 torydebra/AwesomeRoboticsConferencesAndSchoolsList

An interactive table for choosing your next robotic-related conference or school

39
Emerging
13 DeepTecher/SecondaryAwesomeCollection

收集深度学习相关的awesome 资源列表,欢迎补充

38
Emerging
14 azminewasi/Curated-Reinforcement-Learning-Resources

Reinforcement learning is a machine learning technique where agents learn to...

37
Emerging
15 Phylliade/awesome-machine-learning-robotics

A curated list of resources about Machine Learning for Robotics

37
Emerging
16 anubhavshrimal/Machine-Learning-Research-Papers

A list of research papers in the domain of machine learning, deep learning...

36
Emerging
17 RayYoh/Awesome-Robot-Learning

This repo contains a curative list of robot learning (mainly for...

35
Emerging
18 mikeroyal/Autonomous-Systems-Guide

Autonomous Systems Guide

34
Emerging
19 dbobrenko/awesome-ai-environments

List of environments and competitions for RL and AI training

32
Emerging
20 schatty/awesome-memory-rl

A curated list of awesome memory in reinforcement learning research materials

32
Emerging
21 sepilqi/awsome-rl

A curated list of awesome Reinforcement Learning libraries, papers, open...

30
Emerging
22 swagshaw/Awesome-Cloud-Edge-AI

A curated list of research in System for Edge Intelligence and...

29
Experimental
23 instadeepai/awesome-marl

A categorised list of Multi-Agent Reinforcemnt Learning (MARL) papers

28
Experimental
24 JackyLi-HKUST/awesome-uav-usv-landing

A curated, research-oriented reading list for UAV landing on USV in waves,...

25
Experimental
25 H-Freax/Awesome-Video-Robotic-Papers

This repository compiles a list of papers related to the application of...

24
Experimental
26 tx871217/awesome-mobile-manipulator-robots

A comprehensive & curated list of Mobile Manipulators related researches,...

23
Experimental
27 yukihuyt/AI_Advances_for_Game_Dev

A list of advanced AI technology which are possible to be applied to game...

23
Experimental
28 vincentbonnetcg-zz/awesome-ml-character

A collection of papers about characters generation with machine learning

22
Experimental
29 Leading-AI-IO/edge-ai-intelligence

The Edge of Intelligence — Why open-weight AI will move from cloud to your...

22
Experimental
30 klietus/SignalZero-Papers

Research papers on the Signal Zero system

22
Experimental
31 edwardtay/awesome-robotics

A curated list of 170+ robotics frameworks, simulators, tools, and platforms

21
Experimental
32 taskswithcode/sota_researchers_with_published_code

Researchers who published code, models (in some cases), and demo apps (in...

21
Experimental
33 DocyNoah/awesome-reinforcement-learning-research

Awesome Reinforcement Learning Research Resources

20
Experimental
34 jsalbert/awesome-biologically-motivated-learning

Awesome list of research publications and media on biologically-motivated...

20
Experimental
35 tc-huang/awesome-ai-robotics

A list of awesome AI Robotics resources

19
Experimental
36 seanxuu/Awesome-Embodied-AI

This is a curated list of awesome papers on Embodied AI.

18
Experimental
37 Easy-PhD/AIMPapers

Artificial Intelligence Monthly Papers.

17
Experimental
38 operator22th/awesome-robotic-learning

Awesome Robotic Learning Papers

14
Experimental
39 Alexyskoutnev/Awesome-Research

An curated compilation of research papers spanning Deep Learning, Machine...

11
Experimental
40 C8Costa/Edge-Ai-Resources

Curated Edge AI resources for computer vision & audio: hardware, frameworks,...

11
Experimental