Edge Device ML Frameworks

Frameworks, toolchains, and SDKs for training, optimizing, and deploying machine learning models on resource-constrained edge devices and embedded systems (microcontrollers, IoT devices, sensors). Does NOT include general ML frameworks, cloud deployment tools, or datasets.

There are 69 edge device ml frameworks tracked. 4 score above 50 (established tier). The highest-rated is emlearn/emlearn at 56/100 with 709 stars.

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#	Framework	Score	Tier	Stars	Language
1	emlearn/emlearn Machine Learning inference engine for Microcontrollers and Embedded devices	56	Established	709	Python
2	eclypse-org/eclypse An Edge-Cloud python platform for simulated (and emulated) runtime environments	55	Established	35	Python
3	analogdevicesinc/ai8x-training Model Training for ADI's MAX78000 and MAX78002 Edge AI Devices	53	Established	115	Jupyter Notebook
4	DT42/BerryNet Deep learning gateway on Raspberry Pi and other edge devices	53	Established	1,620	Python
5	SummerGift/EmbeddedSystem :books: 计算机体系架构、嵌入式系统基础与主流编程语言相关内容总结	46	Emerging	701	Jupyter Notebook
6	microsoft/EdgeML This repository provides code for machine learning algorithms for edge...	44	Emerging	1,664	C++
7	emlearn/emlearn-micropython Machine Learning and Digital Signal Processing for MicroPython	44	Emerging	152	Jupyter Notebook
8	analogdevicesinc/MaximAI_Documentation START HERE: Documentation for ADI's MAX78000 and MAX78002 Edge AI devices	43	Emerging	132	—
9	matlab-deep-learning/MATLAB-Deep-Learning-Model-Hub Discover pretrained models for deep learning in MATLAB	43	Emerging	552	MATLAB
10	STMicroelectronics/STMems_Machine_Learning_Core DISCONTINUED (July 2025): the maintenance for this repository has been...	42	Emerging	207	C
11	Arm-Examples/mlek-cmsis-pack-examples Collection of Machine Learning examples using MLEK CMSIS-pack.	42	Emerging	10	C++
12	fossasia/susi_linux Hardware for SUSI AI https://susi.ai	39	Emerging	1,615	Python
13	midea-ai/Aidget Ai edge toolbox，专门面向边端设备尤其是嵌入式RTOS平台，AI模型部署工具链，包括模型推理引擎和模型压缩工具	39	Emerging	174	Python
14	jonnor/embeddedml Notes on Machine Learning on edge for embedded/sensor/IoT uses	38	Emerging	304	Jupyter Notebook
15	eProsima/SustainML-Library Application Aware, Life-Cycle Oriented Model-Hardware Co-Design Framework...	36	Emerging	4	C++
16	Ratio1/edge_node Ratio1 Edge Node	35	Emerging	1	Python
17	ShishirPatil/poet ML model training for edge devices	34	Emerging	168	Python
18	analogdevicesinc/MAX78xxx-RefDes MAX78000 and MAX78002 Reference Designs	34	Emerging	19	C
19	MicrochipTech/ml-samd21-iot-imu-data-logger Data logger firmware for the SAMD21 ML Eval Kit (SAM-IoT + MikroE IMU2/IMU14...	34	Emerging	5	C
20	awjuliani/neuro-nav A library for neuroscience-inspired navigation and decision making research.	33	Emerging	210	Jupyter Notebook
21	eloquentarduino/EloquentArduino IO, scheduling, utils, machine learning... for Arduino	33	Emerging	168	C++
22	uber-research/safemutations safemutations	32	Emerging	144	C++
23	SiliconLabsSoftware/machine_learning_applications Machine Learning applications for Silicon Labs devices	31	Emerging	12	C
24	NeuroAI-Research/brain-modules Replicate brain modules' computations with Artificial Neural Networks	31	Emerging	2	Python
25	uingrd/EmbeddedML 《AI嵌入式系统——算法优化与实现》软件工具、例程及教学辅助材料	30	Emerging	92	Python
26	dxnu/okec A Realistic, Versatile, and Easily Customizable Edge Computing Simulator.	30	Emerging	15	C++
27	STMicroelectronics/st-mems-machine-learning-core Examples, tutorials, and tools for the MLC, a dedicated core for machine...	29	Experimental	19	MATLAB
28	arm-education/Arm-Helium-Technology Reference book on Arm Helium (M-Profile Vector Extension) for Cortex-M...	29	Experimental	19	—
29	AllenZYJ/Edge-Computing-Engine Edge : a computing engine base C++/C	29	Experimental	121	C++
30	Graiphic/Graiphic-documentation Graiphic Toolkits for LabVIEW provide advanced AI, GPU, and graph-oriented...	28	Experimental	1	—
31	opensource-latinamerica/henoc Physics Simulation Software based on user sketches running a pattern...	28	Experimental	1	C++
32	analogdevicesinc/max78000-secure-loader Secure boot loader for MAX78000	27	Experimental	8	Python
33	Neurocraft/neurocraft The microscale neuro-engineering platform.	27	Experimental	5	—
34	analogdevicesinc/max78000-powermonitor MAX7800x Power Monitor Firmware Source Code	27	Experimental	3	C
35	hlt-mt/pangolinn As a Pangolin looks for bugs and catches them, the goal of this library is...	26	Experimental	13	Python
36	garghub/Cerebro Cerebro: Static Subsuming Mutant Selection, IEEE Transactions on Software...	26	Experimental	5	—
37	chriscowncrow/TinyRecursiveModels 🔍 Explore recursive reasoning with TinyRecursiveModels, a compact 7M...	25	Experimental	3	Python
38	nthnn/n2cmu-arduino This is the official Arduino library for N2CMU (Neural Network Coprocessing...	24	Experimental	3	C++
39	saifullah73/mutode2 An extension of the original mutode (npm) package that utilized techniques...	24	Experimental	3	JavaScript
40	Infineon/i2s-microphone A collection of documentation and examples for Infineon's I2S microphones.	24	Experimental	7	HTML
41	sebasmos/EdgeAI-Continuum Reduce edge device memory by 80% when running AI models. Offload...	23	Experimental	5	Jupyter Notebook
42	inxware/ert-components embedded software components for event-based application development	23	Experimental	1	C
43	Gooddocteur/Rpi5-setup 🔧 Assemble and set up your Raspberry Pi 5 with easy-to-follow tutorials for...	22	Experimental	—	—
44	mcp-tool-shop-org/edgepacks Task-dataset foundry for training small models on narrow jobs	22	Experimental	—	Python
45	MicroAIInc/MicroAI-Atom-RaspberryPi3 MicroAI™ is an AI engine that can operate on low power edge and endpoint...	21	Experimental	6	Python
46	Javihaus/ndt Neural Dimensionality Tracker (NDT) is a production-ready Python library for...	20	Experimental	11	Python
47	wingbeats/wingbeats_pi Raspberry Pi 3 bundle for Kaggle dataset "Wingbeats"	19	Experimental	7	Python
48	Jewelzufo/granitepi This repo contains a diagram and a walkthrough guide for a DIY Raspberry Pi...	19	Experimental	5	—
49	kennethnrk/Edgernetes-AI Edge AI distributed orchestration server for heterogeneous devices.	19	Experimental	—	Go
50	OliverFaust/CSP4CMSIS A process library for Arm based embedded systems	19	Experimental	—	C
51	jianhayes/ReFrame ReFrame: A Resource-Friendly Cloud-Assisted On-Device Deep Learning...	18	Experimental	6	Python
52	itsfuad/AI-Model-Trainer AI model trainer script	18	Experimental	8	Python
53	Bynaryman/SUF SUF is a SUperset Framework for OpenROAD that acts as an enhancement graft...	18	Experimental	3	TeX
54	cepdnaclk/e16-4yp-AI-as-a-Microservice-for-Smart-Edge-of-Things An intelligent, autonomous edge application that addresses issues of...	17	Experimental	1	Jupyter Notebook
55	Embed-ML/EmbedIA-v0 EmbedIA is a machine learning framework for developing applications on...	17	Experimental	13	C
56	855princekumar/edgepulse Hybrid Memory Optimization & Diagnostics Toolkit for Raspberry Pi used in...	17	Experimental	2	Shell
57	MicroAIInc/MicroAI-AtomML-Libraries AtomML™ is an AI engine that can operate on low power edge and endpoint...	17	Experimental	2	C
58	AISaturdaysLagos/edge-computing The workshop is designed to foster an enabling environment for individuals...	16	Experimental	14	Jupyter Notebook
59	Gerneve5/edge-ai-optimizer Toolkit for optimizing deep learning models for deployment on edge devices...	14	Experimental	—	Python
60	SodelixHurusop/ECE_F_CRT_PYTHON 🔧 Streamline your embedded systems tasks with ECE_F_CRT_PYTHON, a Python...	14	Experimental	—	—
61	SongyiMa-AI/Edge-ML-Optimization-Pipeline 🧠 Hardware-Aware Deep Learning Optimization Pipeline for Edge AI and TinyML Devices.	14	Experimental	—	Python
62	KontolKambings/ai-inference-resources 🚀 Curate essential resources for engineers tackling AI inference systems,...	14	Experimental	—	Dart
63	aixier/hardware-intelligence-agent 🤖 A comprehensive AI-powered hardware development framework based on CSK6...	13	Experimental	—	—
64	GreenBushy/NM NM (Neural Module). It is a scheme for the mindustry game. It is a tool for...	12	Experimental	3	—
65	MAZI2/Nervous-Computational-Neuroscience A neural network framework for exploring and recreating brain functions.	11	Experimental	2	C
66	rashidrao-pk/AI_on_Edge_Devices AI Models Implementation on Edge Devices (Raspberry Pi)	11	Experimental	2	Jupyter Notebook
67	rmnicola/m11-ec-encontros Introdução à Edge Computing (Inteli)	11	Experimental	—	TypeScript
68	ESOGU-SRLAB/DNN-Mutator Deep Mutation Module enhances DNN testing and reliability.	10	Experimental	1	Python
69	BradleyEdelman/EdgeTrain EdgeTrain: An adaptive Python package for optimizing deep learning training...	10	Experimental	1	Jupyter Notebook

Comparisons in this category

emlearn and emlearn-micropython (56 vs 44) ai8x-training and MaximAI_Documentation (53 vs 43)