Top 8 tinyml open source projects

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

✭ 237

c C++iot ai seeedstudio tinyml edge-impulse wioterminal

A tinyML system using a Raspberry Pi Pico and TensorFlow Lite for Microcontrollers to detect loud talking. It can be utilized to encourage people to eat quietly to prevent the spread of the coronavirus and help in the fight against COVID

✭ 17

Jupyter Notebook C++tensorflow raspberrypi tensorflowlite tinyml raspberry-pi-pico

ML-MCU

Code for IoT Journal paper title 'ML-MCU: A Framework to Train ML Classifiers on MCU-based IoT Edge Devices'

✭ 28

c C++machine-learning microcontroller optimization gradient-descent online-learning incremental-learning edge-computing classifier-training sgd-optimizer armcortexm4 armcortexm0 tinyml

colabs

This repository holds the Google Colabs for the EdX TinyML Specialization

✭ 73

Jupyter Notebook C++education arduino tensorflow ml edx-course stem colab-notebook embedded-machine-learning tinyml tensorflow-lite-micro tinyml-edx

torchprune

A research library for pytorch-based neural network pruning, compression, and more.

✭ 133

shell python Dockerfile machine-learning sparsity compression deep-learning pytorch neural-networks pruning tensor-decomposition neural-architecture-search weight-pruning sparsification filter-pruning tinyml generalization-ability coresets pruning-algorithms

CurrentSense-TinyML

Spying on Microcontrollers using Current Sensing and embedded TinyML models

✭ 71

C++Jupyter Notebook c machine-learning embedded-systems sensors tensorflowlite tinyml

E2E-Object-Detection-in-TFLite

This repository shows how to train a custom detection model with the TFOD API, optimize it with TFLite, and perform inference with the optimized model.

✭ 28

Jupyter Notebook computer-vision object-detection tflite tfod-api tensorflow2 tinyml model-optimization

COVID-Net

Launched in March 2020 in response to the coronavirus disease 2019 (COVID-19) pandemic, COVID-Net is a global open source, open access initiative dedicated to accelerating advancement in machine learning to aid front-line healthcare workers and clinical institutions around the world fighting the continuing pandemic. Towards this goal, our global…

✭ 41

machine-learning ai deep-learning ml healthcare neural-networks chest-xray-images datasets dl benchmark-datasets fibrosis covid-19 tinyml covid-net chest-ct-images edgeai

1-8 of 8 tinyml projects