- Welcome
- Featured Machine Learning Projects
- 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
- Featured Machine Learning Projects
- 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
- Getting Started with the Edge Impulse Nvidia TAO Pipeline - Renesas EK-RA8D1
- Smart City Traffic Analysis - NVIDIA TAO + Jetson Orin Nano
- 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
- Building a Voice-Activated Assistant on Your Smartphone: A Step-by-Step Guide