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  • Welcome
    • Featured Machine Learning Projects
      • Getting Started with the Edge Impulse Nvidia TAO Pipeline - Renesas EK-RA8D1
      • Smart City Traffic Analysis - NVIDIA TAO + Jetson Orin Nano
      • ROS 2 Pick and Place System - Arduino Braccio++ Robotic Arm and Luxonis OAK-D
      • Optimize a cloud-based Visual Anomaly Detection Model for Edge Deployments
      • Rooftop Ice Detection with Things Network Visualization - Nvidia Omniverse Replicator
      • Surgery Inventory Object Detection - Synthetic Data - Nvidia Omniverse Replicator
      • NVIDIA Omniverse - Synthetic Data Generation For Edge Impulse Projects
      • Community Guide – Using Edge Impulse with Nvidia DeepStream
      • Computer Vision Object Counting - Avnet RZBoard V2L
      • Gesture Appliances Control with Pose Detection - BrainChip AKD1000
      • Counting for Inspection and Quality Control - Nvidia Jetson Nano (TensorRT)
      • High-resolution, High-speed Object Counting - Nvidia Jetson Nano (TensorRT)
    • Prototype and Concept Projects
      • Renesas CK-RA6M5 Cloud Kit - Getting Started with Machine Learning
      • TI CC1352P Launchpad - Getting Started with Machine Learning
      • OpenMV Cam RT1062 - Getting Started with Machine Learning
      • Getting Started with Edge Impulse Experiments
  • Computer Vision Projects
    • Workplace Organizer - Nvidia Jetson Nano
    • Recyclable Materials Sorter - Nvidia Jetson Nano
    • Analog Meter Reading - Arduino Nicla Vision
    • Creating Synthetic Data with Nvidia Omniverse Replicator
    • SonicSight AR - Sound Classification with Feedback on an Augmented Reality Display
    • Traffic Monitoring - Brainchip Akida
    • Multi-camera Video Stream Inference - Brainchip Akida
    • Industrial Inspection Line - Brainchip Akida
    • X-Ray Classification and Analysis - Brainchip Akida
    • Inventory Stock Tracker - FOMO - BrainChip Akida
    • Container Counting - Arduino Nicla Vision
    • Smart Smoke Alarm - Arduino Nano 33
    • Shield Bot Autonomous Security Robot
    • Cyclist Blind Spot Detection - Himax WE-I Plus
    • IV Drip Fluid-Level Monitoring - Arduino Portenta H7
    • Worker PPE Safety Monitoring - Nvidia Jetson Nano
    • Delivered Package Detection - ESP-EYE
    • Bean Leaf Disease Classification - Sony Spresense
    • Oil Tank Measurement Using Computer Vision - Sony Spresense
    • Object Counting for Smart Industries - Raspberry Pi
    • Smart Cashier with FOMO - Raspberry Pi
    • PCB Defect Detection with Computer Vision - Raspberry Pi
    • Bicycle Counting - Sony Spresense
    • Counting Eggs with Computer Vision - OpenMV Cam H7
    • Elevator Passenger Counting - Arduino Nicla Vision
    • ESD Protection using Computer Vision - Seeed ReComputer
    • Solar Panel Defect Detection - Arduino Portenta H7
    • Label Defect Detection - Raspberry Pi
    • Dials and Knob Monitoring with Computer Vision - Raspberry Pi
    • Digital Character Recognition on Electric Meter System - OpenMV Cam H7
    • Corrosion Detection with Computer Vision - Seeed reTerminal
    • Inventory Management with Computer Vision - Raspberry Pi
    • Monitoring Retail Checkout Lines with Computer Vision - Renesas RZ/V2L
    • Counting Retail Inventory with Computer Vision - Renesas RZ/V2L
    • Pose Detection - Renesas RZ/V2L
    • Product Quality Inspection - Renesas RZ/V2L
    • Smart Grocery Cart Using Computer Vision - OpenMV Cam H7
    • Driver Drowsiness Detection With FOMO - Arduino Nicla Vision
    • Gastroscopic Image Processing - OpenMV Cam H7
    • Pharmaceutical Pill Quality Control and Defect Detection
    • Deter Shoplifting with Computer Vision - Texas Instruments TDA4VM
    • Smart Factory Prototype - Texas Instruments TDA4VM
    • Correct Posture Detection and Enforcement - Texas Instruments TDA4VM
    • Visual Anomaly Detection with FOMO-AD - Texas Instruments TDA4VM
    • Surface Crack Detection and Localization - Texas Instruments TDA4VM
    • Surface Crack Detection - Seeed reTerminal
    • Retail Image Classification - Nvidia Jetson Nano
    • SiLabs xG24 Plus Arducam - Sorting Objects with Computer Vision and Robotics - Part 1
    • SiLabs xG24 Plus Arducam - Sorting Objects with Computer Vision and Robotics - Part 2
    • Object Detection and Visualization - Seeed Grove Vision AI Module
    • Bike Rearview Radar - Raspberry Pi
    • Build a Self-Driving RC Vehicle - Arduino Portenta H7 and Computer Vision
    • "Bring Your Own Model" Image Classifier for Wound Identification
    • Acute Lymphoblastic Leukemia Classifier - Nvidia Jetson Nano
    • Hardhat Detection in Industrial Settings - Alif Ensemble E7
    • Motorcycle Helmet Identification and Traffic Light Control - Texas Instruments AM62A
    • Import a Pretrained Model with "Bring Your Own Model" - Texas Instruments AM62A
    • Product Inspection with Visual Anomaly Detection - FOMO-AD - Sony Spresense
    • Visual Anomaly Detection in Fabric using FOMO-AD - Raspberry Pi 5
    • Car Detection and Tracking System for Toll Plazas - Raspberry Pi AI Kit
    • Visual Anomaly Detection - Seeed Grove Vision AI Module V2
    • Object Counting with FOMO - OpenMV Cam RT1062
    • Visitor Heatmap with FOMO Object Detection - Jetson Orin Nano
    • Vehicle Security Camera - Arduino Portenta H7
  • Audio Projects
    • Occupancy Sensing - SiLabs xG24
    • Smart Appliance Control Using Voice Commands - Nordic Thingy:53
    • Glass Window Break Detection - Nordic Thingy:53
    • Illegal Logging Detection - Nordic Thingy:53
    • Illegal Logging Detection - Syntiant TinyML
    • Wearable Cough Sensor and Monitoring - Arduino Nano 33 BLE Sense
    • Collect Data for Keyword Spotting - Raspberry Pi Pico
    • Voice-Activated LED Strip - Raspberry Pi Pico
    • Snoring Detection on a Smart Phone
    • Gunshot Audio Classification - Arduino Nano 33 + Portenta H7
    • AI-Powered Patient Assistance - Arduino Nano 33 BLE Sense
    • Acoustic Pipe Leakage Detection - Arduino Portenta H7
    • Location Identification using Sound - Syntiant TinyML
    • Environmental Noise Classification - Nordic Thingy:53
    • Running Faucet Detection - Seeed XIAO Sense + Blues Cellular
    • Vandalism Detection via Audio Classification - Arduino Nano 33 BLE Sense
    • Predictive Maintenance Using Audio Classification - Arduino Nano 33 BLE Sense
    • Porting an Audio Project from the SiLabs Thunderboard Sense 2 to xG24
    • Environmental Audio Monitoring Wearable - Syntiant TinyML - Part 1
    • Environmental Audio Monitoring Wearable - Syntiant TinyML - Part 2
    • Keyword Spotting - Nordic Thingy:53
    • Detecting Worker Accidents with Audio Classification - Syntiant TinyML
    • Snoring Detection with Syntiant NDP120 Neural Decision Processor - Arduino Nicla Voice
    • Recognize Voice Commands with the Particle Photon 2
    • Voice Controlled Power Plug with Syntiant NDP120 (Nicla Voice)
    • Determining Compressor State with Audio Classification - Avnet RaSynBoard
    • Developing a Voice-Activated Product with Edge Impulse's Synthetic Data Pipeline
    • Enhancing Worker Safety using Synthetic Audio to Create a Dog Bark Classifier
  • Predictive Maintenance and Defect Detection Projects
    • Predictive Maintenance - Nordic Thingy:91
    • Brushless DC Motor Anomaly Detection
    • Industrial Compressor Predictive Maintenance - Nordic Thingy:53
    • Anticipate Power Outages with Machine Learning - Arduino Nano 33 BLE Sense
    • Faulty Lithium-Ion Cell Identification in Battery Packs - Seeed Wio Terminal
    • Weight Scale Predictive Maintenance - Arduino Nano 33 BLE Sense
    • Fluid Leak Detection With a Flowmeter and AI - Seeed Wio Terminal
    • Pipeline Clog Detection with a Flowmeter and AI - Seeed Wio Terminal
    • Refrigerator Predictive Maintenance - Arduino Nano 33 BLE Sense
    • Motor Pump Predictive Maintenance - Infineon PSoC 6 WiFi-BT Pioneer Kit + CN0549
    • BrickML Demo Project - 3D Printer Anomaly Detection
    • Condition Monitoring - Syntiant TinyML Board
    • Predictive Maintenance - Commercial Printer - Sony Spresense + CommonSense
    • Vibration Classification with BrainChip's Akida
    • AI-driven Audio and Thermal HVAC Monitoring - SeeedStudio XIAO ESP32
  • Accelerometer and Activity Projects
    • Arduino x K-Way - Outdoor Activity Tracker
    • Arduino x K-Way - Gesture Recognition for Hiking
    • Arduino x K-Way - TinyML Fall Detection
    • Posture Detection for Worker Safety - SiLabs Thunderboard Sense 2
    • Hand Gesture Recognition - OpenMV Cam H7
    • Arduin-Row, a TinyML Rowing Machine Coach - Arduino Nicla Sense ME
    • Fall Detection using a Transformer Model – Arduino Giga R1 WiFi
    • Bluetooth Fall Detection - Arduino Nano 33 BLE Sense
    • Monitor Packages During Transit with AI - Arduino Nano 33 BLE Sense
    • Smart Baby Swing - Arduino Portenta H7
    • Warehouse Shipment Monitoring - SiLabs Thunderboard Sense 2
    • Gesture Recognition - Bangle.js Smartwatch
    • Gesture Recognition for Patient Communication - SiLabs Thunderboard Sense 2
    • Hospital Bed Occupancy Detection - Arduino Nano 33 BLE Sense
    • Porting a Posture Detection Project from the SiLabs Thunderboard Sense 2 to xG24
    • Porting a Gesture Recognition Project from the SiLabs Thunderboard Sense 2 to xG24
    • Continuous Gait Monitor (Anomaly Detection) - Nordic Thingy:53
    • Classifying Exercise Activities on a BangleJS Smartwatch
  • Air Quality and Environmental Projects
    • Arduino x K-Way - Environmental Asthma Risk Assessment
    • Gas Detection in the Oil and Gas Industry - Nordic Thingy:91
    • Smart HVAC System with a Sony Spresense
    • Smart HVAC System with an Arduino Nicla Vision
    • Indoor CO2 Level Estimation - Arduino Portenta H7
    • Harmful Gases Detection - Arduino Nano 33 BLE Sense
    • Fire Detection Using Sensor Fusion and TinyML - Arduino Nano 33 BLE Sense
    • AI-Assisted Monitoring of Dairy Manufacturing Conditions - Seeed XIAO ESP32C3
    • AI-Assisted Air Quality Monitoring - DFRobot Firebeetle ESP32
    • Air Quality Monitoring with Sipeed Longan Nano - RISC-V Gigadevice
    • Methane Monitoring in Mines - Silabs xG24 Dev Kit
    • Smart Building Ventilation with Environmental Sensor Fusion
    • Sensor Data Fusion with Spresense and CommonSense
    • Water Pollution Detection - Arduino Nano ESP32 + Ultrasonic Scan
    • Fire Detection Using Sensor Fusion - Arduino Nano 33 BLE Sense
  • Novel Sensor Projects
    • 8x8 ToF Gesture Classification - Arduino RP2040 Connect
    • Food Irradiation Dose Detection - DFRobot Beetle ESP32C3
    • Applying EEG Data to Machine Learning, Part 1
    • Applying EEG Data to Machine Learning, Part 2
    • Applying EEG Data to Machine Learning, Part 3
    • Liquid Classification with TinyML - Seeed Wio Terminal + TDS Sensor
    • AI-Assisted Pipeline Diagnostics and Inspection with mmWave Radar
    • Soil Quality Detection Using AI and LoRaWAN - Seeed Sensecap A1101
    • Smart Diaper Prototype - Arduino Nicla Sense ME
    • DIY Smart Glove with Flex Sensors
    • EdgeML Energy Monitoring - Particle Photon 2
    • Wearable for Monitoring Worker Stress using HR/HRV DSP Block - Arduino Portenta
  • Software Integration Demos
    • Azure Machine Learning with Kubernetes Compute and Edge Impulse
    • ROS2 + Edge Impulse, Part 1: Pub/Sub Node in Python
    • ROS2 + Edge Impulse, Part 2: MicroROS
    • Using Hugging Face Datasets in Edge Impulse
    • Using Hugging Face Image Classification Datasets with Edge Impulse
    • Edge Impulse API Usage Sample Application - Jetson Nano Trainer
    • MLOps with Edge Impulse and Azure IoT Edge
    • A Federated Approach to Train and Deploy Machine Learning Models
    • DIY Model Weight Update for Continuous AI Deployments
    • Automate the CI/CD Pipeline of your Models with Edge Impulse and GitHub Actions
    • Deploying Edge Impulse Models on ZEDEDA Cloud Devices
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  • Table of Contents
  • Featured Machine Learning Projects
  • Prototype and Concept Projects
  • Computer Vision Projects
  • Audio Projects
  • Predictive Maintenance and Fault Classification Projects
  • Accelerometer and Activity Projects
  • Air Quality and Environmental Projects
  • Novel Sensor Projects
  • Software Integration Demos

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Welcome

NextFeatured Machine Learning Projects

Last updated 3 months ago

Was this helpful?

This website contains projects built by the Edge Impulse Expert Network.

There are computer vision, audio classification, anomaly detection, gesture recognition, robotics, environmental and spatial awareness use cases and more, covering a wide variety of hardware, sensors, and devices.

As you browse the projects, be sure to make note that many of them could be adapted to use other hardware targets, sensors, or add-ons. If you have any questions, simply let us know over on the .

Table of Contents

Featured Machine Learning Projects

Prototype and Concept Projects

Computer Vision Projects

Computer vision projects that make use of image classification, object detection, or other tasks performed by a camera and machine learning.

Audio Projects

Audio classification, keyword spotting, wakeword detection, or other machine learning tasks leveraging a microphone and audio data.

Predictive Maintenance and Fault Classification Projects

Projects devoted to the use of sensors, audio, or image data specific to the predictive maintenance use-case.

Accelerometer and Activity Projects

Gestures, movements, and other motions classified by machine learning models to identify or take action when detected.

Air Quality and Environmental Projects

Using machine learning to predict, understand, or identify information in the air or environment.

Novel Sensor Projects

Software Integration Demos

forum
Getting Started with the Edge Impulse Nvidia TAO Pipeline - Renesas EK-RA8D1
Smart City Traffic Analysis - NVIDIA TAO + Jetson Orin Nano
ROS 2 Pick and Place System - Arduino Braccio++ Robotic Arm and Luxonis OAK-D
Optimize a cloud-based Visual Anomaly Detection Model for Edge Deployments
Rooftop Ice Detection with Things Network Visualization - Nvidia Omniverse Replicator
Surgery Inventory Object Detection - Synthetic Data - Nvidia Omniverse Replicator
NVIDIA Omniverse - Synthetic Data Generation For Edge Impulse Projects
Community Guide – Using Edge Impulse with Nvidia DeepStream
Computer Vision Object Counting - Avnet RZBoard V2L
Gesture Appliances Control with Pose Detection - BrainChip AKD1000
Counting for Inspection and Quality Control - Nvidia Jetson Nano (TensorRT)
High-resolution, High-speed Object Counting - Nvidia Jetson Nano (TensorRT)
Renesas CK-RA6M5 Cloud Kit - Getting Started with Machine Learning
TI CC1352P Launchpad - Getting Started with Machine Learning
OpenMV Cam RT1062 - Getting Started with Machine Learning
Getting Started with Edge Impulse Experiments
Workplace Organizer - Nvidia Jetson Nano
Recyclable Materials Sorter - Nvidia Jetson Nano
Analog Meter Reading - Arduino Nicla Vision
Creating Synthetic Data with Nvidia Omniverse Replicator
SonicSight AR - Sound Classification with Feedback on an Augmented Reality Display
Traffic Monitoring - Brainchip Akida
Multi-camera Video Stream Inference - Brainchip Akida
Industrial Inspection Line - Brainchip Akida
X-Ray Classification and Analysis - Brainchip Akida
Inventory Stock Tracker - FOMO - BrainChip Akida
Container Counting - Arduino Nicla Vision
Smart Smoke Alarm - Arduino Nano 33
Shield Bot Autonomous Security Robot
Cyclist Blind Spot Detection - Himax WE-I Plus
IV Drip Fluid-Level Monitoring - Arduino Portenta H7
Worker PPE Safety Monitoring - Nvidia Jetson Nano
Delivered Package Detection - ESP-EYE
Bean Leaf Disease Classification - Sony Spresense
Oil Tank Measurement Using Computer Vision - Sony Spresense
Object Counting for Smart Industries - Raspberry Pi
Smart Cashier with FOMO - Raspberry Pi
PCB Defect Detection with Computer Vision - Raspberry Pi
Bicycle Counting - Sony Spresense
Counting Eggs with Computer Vision - OpenMV Cam H7
Elevator Passenger Counting - Arduino Nicla Vision
ESD Protection using Computer Vision - Seeed ReComputer
Solar Panel Defect Detection - Arduino Portenta H7
Label Defect Detection - Raspberry Pi
Dials and Knob Monitoring with Computer Vision - Raspberry Pi
Digital Character Recognition on Electric Meter System - OpenMV Cam H7
Corrosion Detection with Computer Vision - Seeed reTerminal
Inventory Management with Computer Vision - Raspberry Pi
Monitoring Retail Checkout Lines with Computer Vision - Renesas RZ/V2L
Counting Retail Inventory with Computer Vision - Renesas RZ/V2L
Pose Detection - Renesas RZ/V2L
Product Quality Inspection - Renesas RZ/V2L
Smart Grocery Cart Using Computer Vision - OpenMV Cam H7
Driver Drowsiness Detection With FOMO - Arduino Nicla Vision
Gastroscopic Image Processing - OpenMV Cam H7
Pharmaceutical Pill Quality Control and Defect Detection
Deter Shoplifting with Computer Vision - Texas Instruments TDA4VM
Smart Factory Prototype - Texas Instruments TDA4VM
Correct Posture Detection and Enforcement - Texas Instruments TDA4VM
Visual Anomaly Detection with FOMO-AD - Texas Instruments TDA4VM
Surface Crack Detection and Localization - Texas Instruments TDA4VM
Surface Crack Detection - Seeed reTerminal
Retail Image Classification - Nvidia Jetson Nano
SiLabs xG24 Plus Arducam - Sorting Objects with Computer Vision and Robotics - Part 1
SiLabs xG24 Plus Arducam - Sorting Objects with Computer Vision and Robotics - Part 2
Object Detection and Visualization - Seeed Grove Vision AI Module
Bike Rearview Radar - Raspberry Pi
Build a Self-Driving RC Vehicle - Arduino Portenta H7 and Computer Vision
"Bring Your Own Model" Image Classifier for Wound Identification
Acute Lymphoblastic Leukemia Classifier - Nvidia Jetson Nano
Hardhat Detection in Industrial Settings - Alif Ensemble E7
Motorcycle Helmet Identification and Traffic Light Control - Texas Instruments AM62A
Import a Pretrained Model with "Bring Your Own Model" - Texas Instruments AM62A
Product Inspection with Visual Anomaly Detection - FOMO-AD - Sony Spresense
Visual Anomaly Detection in Fabric using FOMO-AD - Raspberry Pi 5
Car Detection and Tracking System for Toll Plazas - Raspberry Pi AI Kit
Visual Anomaly Detection - Seeed Grove Vision AI Module V2
Object Counting with FOMO - OpenMV Cam RT1062
Visitor Heatmap with FOMO Object Detection - Jetson Orin Nano
Vehicle Security Camera - Arduino Portenta H7
Glass Window Break Detection - Nordic Thingy:53
Occupancy Sensing - SiLabs xG24
Smart Appliance Control Using Voice Commands - Nordic Thingy:53
Illegal Logging Detection - Nordic Thingy:53
Illegal Logging Detection - Syntiant TinyML
Wearable Cough Sensor and Monitoring - Arduino Nano 33 BLE Sense
Collect Data for Keyword Spotting - Raspberry Pi Pico
Voice-Activated LED Strip - Raspberry Pi Pico
Snoring Detection on a Smart Phone
Gunshot Audio Classification - Arduino Nano 33 + Portenta H7
AI-Powered Patient Assistance - Arduino Nano 33 BLE Sense
Acoustic Pipe Leakage Detection - Arduino Portenta H7
Location Identification using Sound - Syntiant TinyML
Environmental Noise Classification - Nordic Thingy:53
Running Faucet Detection - Seeed XIAO Sense + Blues Cellular
Vandalism Detection via Audio Classification - Arduino Nano 33 BLE Sense
Predictive Maintenance Using Audio Classification - Arduino Nano 33 BLE Sense
Porting an Audio Project from the SiLabs Thunderboard Sense 2 to xG24
Environmental Audio Monitoring Wearable - Syntiant TinyML - Part 1
Environmental Audio Monitoring Wearable - Syntiant TinyML - Part 2
Keyword Spotting - Nordic Thingy:53
Detecting Worker Accidents with Audio Classification - Syntiant TinyML
Snoring Detection with Syntiant NDP120 Neural Decision Processor - Arduino Nicla Voice
Recognize Voice Commands with the Particle Photon 2
Voice Controlled Power Plug with Syntiant NDP120 (Nicla Voice)
Determining Compressor State with Audio Classification - Avnet RaSynBoard
Developing a Voice-Activated Product with Edge Impulse's Synthetic Data Pipeline
Enhancing Worker Safety using Synthetic Audio to Create a Dog Bark Classifier
Predictive Maintenance - Nordic Thingy:91
Brushless DC Motor Anomaly Detection
Industrial Compressor Predictive Maintenance - Nordic Thingy:53
Anticipate Power Outages with Machine Learning - Arduino Nano 33 BLE Sense
Faulty Lithium-Ion Cell Identification in Battery Packs - Seeed Wio Terminal
Weight Scale Predictive Maintenance - Arduino Nano 33 BLE Sense
Fluid Leak Detection With a Flowmeter and AI - Seeed Wio Terminal
Pipeline Clog Detection with a Flowmeter and AI - Seeed Wio Terminal
Refrigerator Predictive Maintenance - Arduino Nano 33 BLE Sense
Motor Pump Predictive Maintenance - Infineon PSoC 6 WiFi-BT Pioneer Kit + CN0549
BrickML Demo Project - 3D Printer Anomaly Detection
Condition Monitoring - Syntiant TinyML Board
Predictive Maintenance - Commercial Printer - Sony Spresense + CommonSense
Vibration Classification with BrainChip's Akida
AI-driven Audio and Thermal HVAC Monitoring - SeeedStudio XIAO ESP32
Arduino x K-Way - Outdoor Activity Tracker
Arduino x K-Way - Gesture Recognition for Hiking
Arduino x K-Way - TinyML Fall Detection
Posture Detection for Worker Safety - SiLabs Thunderboard Sense 2
Hand Gesture Recognition - OpenMV Cam H7
Arduin-Row, a TinyML Rowing Machine Coach - Arduino Nicla Sense ME
Fall Detection using a Transformer Model – Arduino Giga R1 WiFi
Bluetooth Fall Detection - Arduino Nano 33 BLE Sense
Monitor Packages During Transit with AI - Arduino Nano 33 BLE Sense
Smart Baby Swing - Arduino Portenta H7
Warehouse Shipment Monitoring - SiLabs Thunderboard Sense 2
Gesture Recognition - Bangle.js Smartwatch
Gesture Recognition for Patient Communication - SiLabs Thunderboard Sense 2
Hospital Bed Occupancy Detection - Arduino Nano 33 BLE Sense
Porting a Posture Detection Project from the SiLabs Thunderboard Sense 2 to xG24
Porting a Gesture Recognition Project from the SiLabs Thunderboard Sense 2 to xG24
Continuous Gait Monitor (Anomaly Detection) - Nordic Thingy:53
Classifying Exercise Activities on a BangleJS Smartwatch
Arduino x K-Way - Environmental Asthma Risk Assessment
Gas Detection in the Oil and Gas Industry - Nordic Thingy:91
Smart HVAC System with a Sony Spresense
Smart HVAC System with an Arduino Nicla Vision
Indoor CO2 Level Estimation - Arduino Portenta H7
Harmful Gases Detection - Arduino Nano 33 BLE Sense
Fire Detection Using Sensor Fusion and TinyML - Arduino Nano 33 BLE Sense
AI-Assisted Monitoring of Dairy Manufacturing Conditions - Seeed XIAO ESP32C3
AI-Assisted Air Quality Monitoring - DFRobot Firebeetle ESP32
Air Quality Monitoring with Sipeed Longan Nano - RISC-V Gigadevice
Methane Monitoring in Mines - Silabs xG24 Dev Kit
Smart Building Ventilation with Environmental Sensor Fusion
Sensor Data Fusion with Spresense and CommonSense
Water Pollution Detection - Arduino Nano ESP32 + Ultrasonic Scan
Fire Detection Using Sensor Fusion - Arduino Nano 33 BLE Sense
8x8 ToF Gesture Classification - Arduino RP2040 Connect
Food Irradiation Dose Detection - DFRobot Beetle ESP32C3
Applying EEG Data to Machine Learning, Part 1
Applying EEG Data to Machine Learning, Part 2
Applying EEG Data to Machine Learning, Part 3
Liquid Classification with TinyML - Seeed Wio Terminal + TDS Sensor
AI-Assisted Pipeline Diagnostics and Inspection with mmWave Radar
Soil Quality Detection Using AI and LoRaWAN - Seeed Sensecap A1101
Smart Diaper Prototype - Arduino Nicla Sense ME
DIY Smart Glove with Flex Sensors
EdgeML Energy Monitoring - Particle Photon 2
Wearable for Monitoring Worker Stress using HR/HRV DSP Block - Arduino Portenta
Azure Machine Learning with Kubernetes Compute and Edge Impulse
ROS2 + Edge Impulse, Part 1: Pub/Sub Node in Python
ROS2 + Edge Impulse, Part 2: MicroROS
Using Hugging Face Datasets in Edge Impulse
Using Hugging Face Image Classification Datasets with Edge Impulse
Edge Impulse API Usage Sample Application - Jetson Nano Trainer
MLOps with Edge Impulse and Azure IoT Edge
A Federated Approach to Train and Deploy Machine Learning Models
DIY Model Weight Update for Continuous AI Deployments
Automate the CI/CD Pipeline of your Models with Edge Impulse and GitHub Actions
Deploying Edge Impulse Models on ZEDEDA Cloud Devices