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. 8 score above 50 (established tier). The highest-rated is emlearn/emlearn at 66/100 with 709 stars. 1 of the top 10 are actively maintained.

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

Comparisons in this category

emlearn and emlearn-micropython (66 vs 51) ai8x-training and MaximAI_Documentation (60 vs 48)