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harvard-edge /cs249r_book

Star8.5k

Introduction to Machine Learning Systems

machine-learning deep-learning artificial-intelligence textbook courseware computer-systems edge-machine-learning machine-learning-systems tinyml cloud-ml embedded-ml mobile-ml

UpdatedNov 5, 2025
Python

Lightweight inference library for ONNX files, written in C++. It can run Stable Diffusion XL 1.0 on a RPI Zero 2 (or in 298MB of RAM) but also Mistral 7B on desktops and servers. ARM, x86, WASM, RISC-V supported. Accelerated by XNNPACK. Python, C# and JS(WASM) bindings available.

raspberry-pi machine-learning webassembly wasm llama whisper mistral onnx tinyml stable-diffusion yolov8

UpdatedNov 2, 2025
C++

mit-han-lab /once-for-all

Star1.9k

[ICLR 2020] Once for All: Train One Network and Specialize it for Efficient Deployment

acceleration nas automl edge-ai efficient-model tinyml

UpdatedDec 14, 2023
Python

Dobiasd /frugally-deep

Sponsor

Star1.1k

A lightweight header-only library for using Keras (TensorFlow) models in C++.

python c-plus-plus machine-learning library deep-learning cpp tensorflow cpp14 keras prediction c-plus-plus-14 header-only convolutional-neural-networks keras-models edge-computing tinyml

UpdatedJun 16, 2025
C++

gigwegbe /tinyml-papers-and-projects

Star946

This is a list of interesting papers and projects about TinyML.

machine-learning computer-vision embedded-systems neural-architecture-search tinyml wake-word

UpdatedOct 28, 2025

mit-han-lab /tinyengine

Star903

[NeurIPS 2020] MCUNet: Tiny Deep Learning on IoT Devices; [NeurIPS 2021] MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning; [NeurIPS 2022] MCUNetV3: On-Device Training Under 256KB Memory

c microcontroller deep-learning cpp pytorch codegenerator quantization edge-computing neural-architecture-search tinyml

UpdatedNov 27, 2024
C

rl-tools /rl-tools

Star889

The Fastest Deep Reinforcement Learning Library

reinforcement-learning deep-learning cpp robotics continuous-control mujoco tinyml tinyrl

UpdatedOct 30, 2025
C++

emlearn /emlearn

Star680

Machine Learning inference engine for Microcontrollers and Embedded devices

python c classifier machine-learning microcontroller random-forest tensorflow scikit-learn sklearn keras inference embedded-systems neural-networks tinyml

UpdatedNov 5, 2025
Python

mit-han-lab /mcunet

Star618

[NeurIPS 2020] MCUNet: Tiny Deep Learning on IoT Devices; [NeurIPS 2021] MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning

deep-learning pytorch neural-architecture-search tinyml microncontroller

UpdatedMar 29, 2024
Python

ai-techsystems /deepC

Star597

vendor independent TinyML deep learning library, compiler and inference framework microcomputers and micro-controllers

raspberry-pi arduino esp8266 machine-learning deep-learning microcontrollers raspberrypi esp32 stm32 odroid arm64 stm32f4 sparkfun-products edge-devices onnx tinyml inference-framework nxp-cortex arduino-nano-33-ble-sense

UpdatedJul 22, 2025
C++

Seeed-Studio /ModelAssistant

Star410

Seeed SenseCraft Model Assistant is an open-source project focused on embedded AI. 🔥🔥🔥

raspberry-pi arduino deep-learning esp32 pytorch image-classification object-detection jetson ncnn onnx tflite tinyml yolov5 openmmlab

UpdatedNov 3, 2025
Python

kartben /artificial-nose

Star360

Instructions, source code, and misc. resources needed for building a Tiny ML-powered artificial nose.

iot ai seeedstudio tinyml edge-impulse wioterminal

UpdatedJul 5, 2024
C

ZantFoundation /Z-Ant

Star347

Zant simplifies the deployment and optimization of neural networks on microprocessors

opensource embedded ai zig deeplearning mcu tinyml edgeai

UpdatedNov 4, 2025
Zig

cpldcpu /BitNetMCU

Star305

Neural Networks with low bit weights on low end 32 bit microcontrollers such as the CH32V003 RISC-V Microcontroller and others

quantization tinyml ch32v003 ch32v003fun

UpdatedOct 31, 2025
C

jonnor /embeddedml

Sponsor

Star291

Notes on Machine Learning on edge for embedded/sensor/IoT uses

machine-learning microcontroller embedded-systems sensor-data sensor-network tinyml

UpdatedNov 5, 2025
Jupyter Notebook

bharathsudharsan /TinyML-CAM

Star285

Code for MobiCom paper 'TinyML-CAM: 80 FPS Image Recognition in 1 Kb RAM'

c-plus-plus computer-vision embedded-systems arduino-library image-recognition iot-device embedded-c edge-computing edge-analytics esp32-cam tinyml edgeimpulse

UpdatedOct 18, 2022
Jupyter Notebook

tinyMLx /courseware

Star184

In this repository you will find TinyML course syllabi, assignments/labs, code walkthroughs, links to student projects, and lecture videos (where applicable).

education course tensorflow ml edx-course stem colab-notebook embedded-machine-learning tinyml tensorflow-lite-micro tinyml-edx