# Edge Impulse Documentation - Projects

> Community and expert example projects, to consult after the official docs.

This is the "Projects" section index of the Edge Impulse documentation, following https://llmstxt.org/. It lists the pages in this section only. For other sections see the root index at https://docs.edgeimpulse.com/llms.txt; for the complete expanded index see https://docs.edgeimpulse.com/llms-full.txt.

Links point to the markdown-rendered version of each page (`.md`), so agents retrieve clean content without navigation, ads, or scripts. Every link includes a short note describing the page.

## Projects

- [Projects](https://docs.edgeimpulse.com/projects.md)
- [Project list](https://docs.edgeimpulse.com/projects/expert-network/project-list.md)
- [Mini-figurine Cataloger and Listing Tracker with Hermes Agent](https://docs.edgeimpulse.com/projects/expert-network/mini-figurine-cataloger-and-listing-tracker-with-hermes-agent.md)
- [Hand Gestures Control for Robotic Arm on Arduino UNO Q](https://docs.edgeimpulse.com/projects/expert-network/hand-gestures-control-robotic-arm-arduino-uno-q.md)
- [Instance Segmentation on Edge Impulse with a Two-Stage Model Cascade](https://docs.edgeimpulse.com/projects/expert-network/instance-seg-byom-freeform-person-blur.md)
- [Model Cascading from Visual Anomaly Detection to VLM with Arduino App Lab](https://docs.edgeimpulse.com/projects/expert-network/vision-language-models-advancing-production-inspection.md)
- [Multimodal AI Asset Protection Prototype](https://docs.edgeimpulse.com/projects/expert-network/multimodal-ai-asset-protection-prototype.md)
- [Multilayer AI Agent Drone Detection](https://docs.edgeimpulse.com/projects/expert-network/multilayer-ai-agent-drone-detection-rubik-pi-3.md)
- [From TinyML to VLMs: Bringing Visual Intelligence to App Lab](https://docs.edgeimpulse.com/projects/expert-network/from-tinyml-to-vlms-bringing-visual-intelligence-to-app-lab.md)
- [Face-following robot with Arduino UNO Q and Edge Impulse](https://docs.edgeimpulse.com/projects/expert-network/face-following-robot-uno-q.md)
- [AI-driven Web-based Ancillary Lab Assistant | UNO Q and Gemini](https://docs.edgeimpulse.com/projects/expert-network/ai-driven-ancillary-lab-assistant-uno-q-gemini.md)
- [Object Following Pan-Tilt Camera System - Rubik Pi 3](https://docs.edgeimpulse.com/projects/expert-network/face-tracking-yolo-pro-rubik-pi.md)
- [Audio Classification and GPIO Response - Rubik Pi 3](https://docs.edgeimpulse.com/projects/expert-network/audio-classification-gpio-rubik-pi.md)
- [YOLO-Pro Smart Parking Meter - Rubik Pi 3](https://docs.edgeimpulse.com/projects/expert-network/smart-parking-meter-rubik-pi.md)
- [Anomaly Detection with the Rubik Pi 3 and n8n](https://docs.edgeimpulse.com/projects/expert-network/anomaly-detection-n8n-rubik-pi.md)
- [Vehicle Security Camera - Arduino Portenta H7](https://docs.edgeimpulse.com/projects/expert-network/vehicle-security-camera-arduino-portenta-h7.md)
- [Water Pollution Detection - Arduino Nano ESP32 + Ultrasonic Scan](https://docs.edgeimpulse.com/projects/expert-network/water-pollution-detection-arduino-nano-esp32.md)
- [Renesas CK-RA6M5 Cloud Kit - Getting Started with Machine Learning](https://docs.edgeimpulse.com/projects/expert-network/renesas-ra6m5-getting-started.md)
- [TI CC1352P Launchpad - Getting Started with Machine Learning](https://docs.edgeimpulse.com/projects/expert-network/ti-cc1352p-getting-started.md)
- [OpenMV Cam RT1062 - Getting Started with Machine Learning](https://docs.edgeimpulse.com/projects/expert-network/getting-started-openmv-rt1062.md)
- [Getting Started with Edge Impulse Experiments](https://docs.edgeimpulse.com/projects/expert-network/experiments-getting-started.md)
- [Workplace Organizer - Nvidia Jetson Nano](https://docs.edgeimpulse.com/projects/expert-network/workplace-organizer-nvidia-jetson-nano.md)
- [Recyclable Materials Sorter - Nvidia Jetson Nano](https://docs.edgeimpulse.com/projects/expert-network/recyclable-materials-sorter-nvidia-jetson-nano.md)
- [Analog Meter Reading - Arduino Nicla Vision](https://docs.edgeimpulse.com/projects/expert-network/analog-meter-reading-arduino-nicla-vision.md)
- [Creating Synthetic Data with Nvidia Omniverse Replicator](https://docs.edgeimpulse.com/projects/expert-network/nvidia-omniverse-replicator.md)
- [SonicSight AR - Sound Classification with Feedback on an Augmented Reality Display](https://docs.edgeimpulse.com/projects/expert-network/particle-photon-2-sonicsight-ar.md)
- [Traffic Monitoring - Brainchip Akida](https://docs.edgeimpulse.com/projects/expert-network/brainchip-akida-traffic-monitoring.md)
- [Multi-camera Video Stream Inference - Brainchip Akida](https://docs.edgeimpulse.com/projects/expert-network/brainchip-akida-multi-camera-inference.md)
- [Industrial Inspection Line - Brainchip Akida](https://docs.edgeimpulse.com/projects/expert-network/brainchip-akida-industrial-inspection.md)
- [X-Ray Classification and Analysis - Brainchip Akida](https://docs.edgeimpulse.com/projects/expert-network/brainchip-akida-xray-classification.md)
- [Inventory Stock Tracker - FOMO - BrainChip Akida](https://docs.edgeimpulse.com/projects/expert-network/fomo-stock-tracker-brainchip.md)
- [Container Counting - Arduino Nicla Vision](https://docs.edgeimpulse.com/projects/expert-network/container-counting-arduino-nicla-vision.md)
- [Smart Smoke Alarm - Arduino Nano 33](https://docs.edgeimpulse.com/projects/expert-network/smart-smoke-alarm-arduino-nano-33.md)
- [Shield Bot Autonomous Security Robot](https://docs.edgeimpulse.com/projects/expert-network/shieldbot-autonomous-security-robot.md)
- [Cyclist Blind Spot Detection - Himax WE-I Plus](https://docs.edgeimpulse.com/projects/expert-network/cyclist-blind-spot-detection-himax-we-i-plus.md)
- [IV Drip Fluid-Level Monitoring - Arduino Portenta H7](https://docs.edgeimpulse.com/projects/expert-network/iv-drip-fluid-level-monitoring-arduino-portenta-h7.md)
- [Worker PPE Safety Monitoring - Nvidia Jetson Nano](https://docs.edgeimpulse.com/projects/expert-network/worker-safety-monitoring-nvidia-jetson-nano.md)
- [Delivered Package Detection - ESP-EYE](https://docs.edgeimpulse.com/projects/expert-network/delivered-package-detection-esp-eye.md)
- [Bean Leaf Disease Classification - Sony Spresense](https://docs.edgeimpulse.com/projects/expert-network/bean-leaf-disease-classification-sony-spresense.md)
- [Oil Tank Measurement Using Computer Vision - Sony Spresense](https://docs.edgeimpulse.com/projects/expert-network/oil-tank-gauge-monitoring-sony-spresense.md)
- [Object Counting for Smart Industries - Raspberry Pi](https://docs.edgeimpulse.com/projects/expert-network/object-counting-for-smart-industries-raspberry-pi.md)
- [Smart Cashier with FOMO - Raspberry Pi](https://docs.edgeimpulse.com/projects/expert-network/smart-cashier-with-fomo-raspberry-pi.md)
- [PCB Defect Detection with Computer Vision - Raspberry Pi](https://docs.edgeimpulse.com/projects/expert-network/pcb-defect-detection-with-computer-vision-raspberry-pi.md)
- [Bicycle Counting - Sony Spresense](https://docs.edgeimpulse.com/projects/expert-network/bicycle-counting-sony-spresense.md)
- [Counting Eggs with Computer Vision - OpenMV Cam H7](https://docs.edgeimpulse.com/projects/expert-network/counting-eggs-openmv-cam-h7.md)
- [Elevator Passenger Counting - Arduino Nicla Vision](https://docs.edgeimpulse.com/projects/expert-network/elevator-passenger-counting-arduino-nicla-vision.md)
- [ESD Protection using Computer Vision - Seeed ReComputer](https://docs.edgeimpulse.com/projects/expert-network/esd-protection-using-computer-vision-seeed-recomputer.md)
- [Solar Panel Defect Detection - Arduino Portenta H7](https://docs.edgeimpulse.com/projects/expert-network/solar-panel-defect-detection-arduino-portenta-h7.md)
- [Label Defect Detection - Raspberry Pi](https://docs.edgeimpulse.com/projects/expert-network/label-defect-detection-raspberry-pi.md)
- [Dials and Knob Monitoring with Computer Vision - Raspberry Pi](https://docs.edgeimpulse.com/projects/expert-network/dials-and-knob-monitoring-with-computer-vision-raspberry-pi.md)
- [Digital Character Recognition on Electric Meter System - OpenMV Cam H7](https://docs.edgeimpulse.com/projects/expert-network/digital-character-recognition-on-electric-meter-system-openmv-cam-h7.md)
- [Corrosion Detection with Computer Vision - Seeed reTerminal](https://docs.edgeimpulse.com/projects/expert-network/corrosion-detection-computer-vision-seeed-reterminal.md)
- [Inventory Management with Computer Vision - Raspberry Pi](https://docs.edgeimpulse.com/projects/expert-network/inventory-management-with-computer-vision-raspberry-pi.md)
- [Monitoring Retail Checkout Lines with Computer Vision - Renesas RZ/V2L](https://docs.edgeimpulse.com/projects/expert-network/renesas-rzv2l-monitoring-retail-checkout-lines.md)
- [Counting Retail Inventory with Computer Vision - Renesas RZ/V2L](https://docs.edgeimpulse.com/projects/expert-network/renesas-rzv2l-counting-retail-inventory.md)
- [Pose Detection - Renesas RZ/V2L](https://docs.edgeimpulse.com/projects/expert-network/renesas-rzv2l-pose-detection.md)
- [Product Quality Inspection - Renesas RZ/V2L](https://docs.edgeimpulse.com/projects/expert-network/renesas-rzv2l-product-quality-inspection.md)
- [Smart Grocery Cart Using Computer Vision - OpenMV Cam H7](https://docs.edgeimpulse.com/projects/expert-network/smart-grocery-cart-with-computer-vision-openmv-cam-h7.md)
- [Driver Drowsiness Detection With FOMO - Arduino Nicla Vision](https://docs.edgeimpulse.com/projects/expert-network/driver-drowsiness-detection-with-computer-vision-arduino-nicla-vision.md)
- [Gastroscopic Image Processing - OpenMV Cam H7](https://docs.edgeimpulse.com/projects/expert-network/gastroscopic-image-processing-openmv-cam-h7.md)
- [Pharmaceutical Pill Quality Control and Defect Detection](https://docs.edgeimpulse.com/projects/expert-network/pharmaceutical-pill-defect-detection.md)
- [Deter Shoplifting with Computer Vision - Texas Instruments TDA4VM](https://docs.edgeimpulse.com/projects/expert-network/deter-shoplifting-with-computer-vision-ti-tda4vm.md)
- [Smart Factory Prototype - Texas Instruments TDA4VM](https://docs.edgeimpulse.com/projects/expert-network/smart-factory-prototype-ti-tda4vm.md)
- [Correct Posture Detection and Enforcement - Texas Instruments TDA4VM](https://docs.edgeimpulse.com/projects/expert-network/ti-tda4vm-posture-detection.md)
- [Visual Anomaly Detection with FOMO-AD - Texas Instruments TDA4VM](https://docs.edgeimpulse.com/projects/expert-network/fomo-ad-ti-tda4vm.md)
- [Surface Crack Detection and Localization - Texas Instruments TDA4VM](https://docs.edgeimpulse.com/projects/expert-network/surface-crack-detection-ti-tda4vm.md)
- [Surface Crack Detection - Seeed reTerminal](https://docs.edgeimpulse.com/projects/expert-network/surface-crack-detection-seeed-reterminal.md)
- [Retail Image Classification - Nvidia Jetson Nano](https://docs.edgeimpulse.com/projects/expert-network/retail-image-classification-nvidia-jetson-nano.md)
- [SiLabs xG24 Plus Arducam - Sorting Objects with Computer Vision and Robotics - Part 1](https://docs.edgeimpulse.com/projects/expert-network/silabs-xg24-card-sorting-and-robotics-1.md)
- [SiLabs xG24 Plus Arducam - Sorting Objects with Computer Vision and Robotics - Part 2](https://docs.edgeimpulse.com/projects/expert-network/silabs-xg24-card-sorting-and-robotics-2.md)
- [Object Detection and Visualization - Seeed Grove Vision AI Module](https://docs.edgeimpulse.com/projects/expert-network/object-detection-ubidots-seeed-grove-ai.md)
- [Bike Rearview Radar - Raspberry Pi](https://docs.edgeimpulse.com/projects/expert-network/bike-rearview-radar-raspberry-pi.md)
- [Build a Self-Driving RC Vehicle - Arduino Portenta H7 and Computer Vision](https://docs.edgeimpulse.com/projects/expert-network/arduino-portenta-h7-self-driving-rc-car.md)
- ['Bring Your Own Model' Image Classifier for Wound Identification](https://docs.edgeimpulse.com/projects/expert-network/arduino-portenta-h7-byom-wound-classification.md)
- [Acute Lymphoblastic Leukemia Classifier - Nvidia Jetson Nano](https://docs.edgeimpulse.com/projects/expert-network/ai-leukemia-classifier-nvidia-jetson-nano.md)
- [Hardhat Detection in Industrial Settings - Alif Ensemble E7](https://docs.edgeimpulse.com/projects/expert-network/helmet-detection-alif-ensemble.md)
- [Motorcycle Helmet Identification and Traffic Light Control - Texas Instruments AM62A](https://docs.edgeimpulse.com/projects/expert-network/motorcycle-helmet-detection-smart-light-ti-am62a.md)
- [Import a Pretrained Model with 'Bring Your Own Model' - Texas Instruments AM62A](https://docs.edgeimpulse.com/projects/expert-network/asl-byom-ti-am62a.md)
- [Product Inspection with Visual Anomaly Detection - FOMO-AD - Sony Spresense](https://docs.edgeimpulse.com/projects/expert-network/fomo-ad-product-inspection-spresense.md)
- [Visual Anomaly Detection in Fabric using FOMO-AD - Raspberry Pi 5](https://docs.edgeimpulse.com/projects/expert-network/textile-fabric-anomaly-detection.md)
- [Car Detection and Tracking System for Toll Plazas - Raspberry Pi AI Kit](https://docs.edgeimpulse.com/projects/expert-network/vehicle-detection-raspberry-pi-ai-kit.md)
- [Visual Anomaly Detection - Seeed Grove Vision AI Module V2](https://docs.edgeimpulse.com/projects/expert-network/visual-anomaly-detection-seeed-vision-ai-2.md)
- [Object Counting with FOMO - OpenMV Cam RT1062](https://docs.edgeimpulse.com/projects/expert-network/object-counting-fomo-openmv-rt1062.md)
- [Visitor Heatmap with FOMO Object Detection - Jetson Orin Nano](https://docs.edgeimpulse.com/projects/expert-network/visitor-heatmap-jetson-orin-nano.md)
- [Getting Started with the Edge Impulse Nvidia TAO Pipeline - Renesas EK-RA8D1](https://docs.edgeimpulse.com/projects/expert-network/getting-started-nvidia-tao-renesas-ekra8d1.md)
- [Smart City Traffic Analysis - NVIDIA TAO + Jetson Orin Nano](https://docs.edgeimpulse.com/projects/expert-network/traffic-analysis-tao-jetson-orin.md)
- [YOLO-based On-Street Smart Parking Meter - Raspberry Pi 5](https://docs.edgeimpulse.com/projects/expert-network/smart-parking-meter-raspberry-pi.md)
- [LLM-powered Doorbell - ESP32](https://docs.edgeimpulse.com/projects/expert-network/ai-doorbell-esp32.md)
- [Hand Gestures as Game Controller - Raspberry Pi](https://docs.edgeimpulse.com/projects/expert-network/hand-gesture-controller-raspberry-pi.md)
- [Recognizing Punch Cards with LattePanda IOTA and Edge Impulse](https://docs.edgeimpulse.com/projects/expert-network/cv-punchcards-lattepanda.md)
- [ROS 2 Pick and Place System - Arduino Braccio++ Robotic Arm and Luxonis OAK-D](https://docs.edgeimpulse.com/projects/expert-network/robotic-arm-sorting-arduino-braccio.md)
- [Optimize a cloud-based Visual Anomaly Detection Model for Edge Deployments](https://docs.edgeimpulse.com/projects/expert-network/fomo-ad-in-aws.md)
- [Text2Video - Synthetic Data - Nvidia Cosmos Predict](https://docs.edgeimpulse.com/projects/expert-network/nvidia-cosmos-predict2-synthetic-data.md)
- [Rooftop Ice Detection with Things Network Visualization - Nvidia Omniverse Replicator](https://docs.edgeimpulse.com/projects/expert-network/rooftop-ice-synthetic-data-omniverse.md)
- [Surgery Inventory Object Detection - Synthetic Data - Nvidia Omniverse Replicator](https://docs.edgeimpulse.com/projects/expert-network/surgery-inventory-synthetic-data.md)
- [NVIDIA Omniverse - Synthetic Data Generation For Edge Impulse Projects](https://docs.edgeimpulse.com/projects/expert-network/nvidia-omniverse-synthetic-data.md)
- [Computer Vision Object Counting - Avnet RZBoard V2L](https://docs.edgeimpulse.com/projects/expert-network/avnet-rzboard-object-counting.md)
- [Gesture Appliances Control with Pose Detection - BrainChip AKD1000](https://docs.edgeimpulse.com/projects/expert-network/gesture-appliances-control-brainchip.md)
- [Counting for Inspection and Quality Control - Nvidia Jetson Nano (TensorRT)](https://docs.edgeimpulse.com/projects/expert-network/quality-control-jetson-nano.md)
- [High-resolution, High-speed Object Counting - Nvidia Jetson Nano (TensorRT)](https://docs.edgeimpulse.com/projects/expert-network/high-speed-counting-jetson-nano.md)
- [Occupancy Sensing - SiLabs xG24](https://docs.edgeimpulse.com/projects/expert-network/occupancy-sensing-silabs-xg24.md)
- [Smart Appliance Control Using Voice Commands - Nordic Thingy:53](https://docs.edgeimpulse.com/projects/expert-network/smart-appliance-voice-commands-nordic-thingy53.md)
- [Glass Window Break Detection - Nordic Thingy:53](https://docs.edgeimpulse.com/projects/expert-network/glass-break-detection-nordic-thingy53.md)
- [Illegal Logging Detection - Nordic Thingy:53](https://docs.edgeimpulse.com/projects/expert-network/illegal-logging-detection-nordic-thingy53.md)
- [Illegal Logging Detection - Syntiant TinyML](https://docs.edgeimpulse.com/projects/expert-network/illegal-logging-detection-syntiant-tinyml.md)
- [Wearable Cough Sensor and Monitoring - Arduino Nano 33 BLE Sense](https://docs.edgeimpulse.com/projects/expert-network/wearable-cough-sensor-arduino-nano-33.md)
- [Collect Data for Keyword Spotting - Raspberry Pi Pico](https://docs.edgeimpulse.com/projects/expert-network/collect-data-keyword-spotting-raspberry-pi-pico.md)
- [Voice-Activated LED Strip - Raspberry Pi Pico](https://docs.edgeimpulse.com/projects/expert-network/voice-activated-led-controller-raspberry-pi-pico.md)
- [Snoring Detection on a Smart Phone](https://docs.edgeimpulse.com/projects/expert-network/snoring-detection-on-smartphone.md)
- [Gunshot Audio Classification - Arduino Nano 33 + Portenta H7](https://docs.edgeimpulse.com/projects/expert-network/gunshot-audio-classification-arduino.md)
- [AI-Powered Patient Assistance - Arduino Nano 33 BLE Sense](https://docs.edgeimpulse.com/projects/expert-network/ai-patient-assistance-arduino-nano-33.md)
- [Acoustic Pipe Leakage Detection - Arduino Portenta H7](https://docs.edgeimpulse.com/projects/expert-network/acoustic-pipe-leak-detection-arduino-portenta-h7.md)
- [Location Identification using Sound - Syntiant TinyML](https://docs.edgeimpulse.com/projects/expert-network/location-identification-using-sound-syntiant-tinyml.md)
- [Environmental Noise Classification - Nordic Thingy:53](https://docs.edgeimpulse.com/projects/expert-network/environmental-noise-classification-nordic-thingy53.md)
- [Running Faucet Detection - Seeed XIAO Sense + Blues Cellular](https://docs.edgeimpulse.com/projects/expert-network/running-faucet-detection-seeed-xiao-blues-wireless.md)
- [Vandalism Detection via Audio Classification - Arduino Nano 33 BLE Sense](https://docs.edgeimpulse.com/projects/expert-network/vandalism-detection-audio-classification-arduino-nano-33.md)
- [Predictive Maintenance Using Audio Classification - Arduino Nano 33 BLE Sense](https://docs.edgeimpulse.com/projects/expert-network/predictive-maintenance-using-audio-classification-arduino-nano-33.md)
- [Porting an Audio Project from the SiLabs Thunderboard Sense 2 to xG24](https://docs.edgeimpulse.com/projects/expert-network/audio-classification-silabs-xg24.md)
- [Environmental Audio Monitoring Wearable - Syntiant TinyML - Part 1](https://docs.edgeimpulse.com/projects/expert-network/environmental-audio-monitoring-wearable-syntiant-tinyml-part-1.md)
- [Environmental Audio Monitoring Wearable - Syntiant TinyML - Part 2](https://docs.edgeimpulse.com/projects/expert-network/environmental-audio-monitoring-wearable-syntiant-tinyml-part-2.md)
- [Keyword Spotting - Nordic Thingy:53](https://docs.edgeimpulse.com/projects/expert-network/keyword-spotting-nordic-thingy53.md)
- [Detecting Worker Accidents with Audio Classification - Syntiant TinyML](https://docs.edgeimpulse.com/projects/expert-network/detecting-worker-accidents-syntiant-tinyml.md)
- [Snoring Detection with Syntiant NDP120 Neural Decision Processor - Arduino Nicla Voice](https://docs.edgeimpulse.com/projects/expert-network/arduino-nicla-voice-syntiant-snoring-detection.md)
- [Recognize Voice Commands with the Particle Photon 2](https://docs.edgeimpulse.com/projects/expert-network/voice-commands-particle-photon-2.md)
- [Voice Controlled Power Plug with Syntiant NDP120 (Nicla Voice)](https://docs.edgeimpulse.com/projects/expert-network/voice-controlled-power-plug-nicla-voice.md)
- [Determining Compressor State with Audio Classification - Avnet RaSynBoard](https://docs.edgeimpulse.com/projects/expert-network/compressor-audio-classification-rasynboard.md)
- [Developing a Voice-Activated Product with Edge Impulse's Synthetic Data Pipeline](https://docs.edgeimpulse.com/projects/expert-network/synthetic-data-pipeline-keyword-spotting.md)
- [Clawrophyll runs on-Device Wake Word Detection - Arduino UNO Q](https://docs.edgeimpulse.com/projects/expert-network/clawrophyll-on-device-wake-word-detection-using-keyword-spotting-arduino-unoq.md)
- [Predictive Maintenance - Nordic Thingy:91](https://docs.edgeimpulse.com/projects/expert-network/predictive-maintenance-with-nordic-thingy91.md)
- [Brushless DC Motor Anomaly Detection](https://docs.edgeimpulse.com/projects/expert-network/brushless-dc-motor-anomaly-detection.md)
- [Industrial Compressor Predictive Maintenance - Nordic Thingy:53](https://docs.edgeimpulse.com/projects/expert-network/compressor-predictive-maintenance-nordic-thingy53.md)
- [Anticipate Power Outages with Machine Learning - Arduino Nano 33 BLE Sense](https://docs.edgeimpulse.com/projects/expert-network/anticipate-power-outages-arduino-nano-33.md)
- [Faulty Lithium-Ion Cell Identification in Battery Packs - Seeed Wio Terminal](https://docs.edgeimpulse.com/projects/expert-network/faulty-lithium-ion-cell-identification-battery-packs.md)
- [Weight Scale Predictive Maintenance - Arduino Nano 33 BLE Sense](https://docs.edgeimpulse.com/projects/expert-network/weight-scale-predictive-maintenance-arduino-nano-33.md)
- [Fluid Leak Detection With a Flowmeter and AI - Seeed Wio Terminal](https://docs.edgeimpulse.com/projects/expert-network/fluid-leak-detection-with-flowmeter-seeed-wio-terminal.md)
- [Pipeline Clog Detection with a Flowmeter and AI - Seeed Wio Terminal](https://docs.edgeimpulse.com/projects/expert-network/pipeline-clog-detection-with-flowmeter-seeed-wio-terminal.md)
- [Refrigerator Predictive Maintenance - Arduino Nano 33 BLE Sense](https://docs.edgeimpulse.com/projects/expert-network/refrigerator-predictive-maintenance-arduino-nano-33.md)
- [Motor Pump Predictive Maintenance - Infineon PSoC 6 WiFi-BT Pioneer Kit + CN0549](https://docs.edgeimpulse.com/projects/expert-network/motor-pump-cypress-cn0549.md)
- [BrickML Demo Project - 3D Printer Anomaly Detection](https://docs.edgeimpulse.com/projects/expert-network/brickml-3d-printer-anomaly-detection.md)
- [Condition Monitoring - Syntiant TinyML Board](https://docs.edgeimpulse.com/projects/expert-network/condition-monitoring-syntiant-tinyml.md)
- [Predictive Maintenance - Commercial Printer - Sony Spresense + CommonSense](https://docs.edgeimpulse.com/projects/expert-network/predictive-maintenance-sony-spresense-commonsense.md)
- [Vibration Classification with BrainChip's Akida](https://docs.edgeimpulse.com/projects/expert-network/vibration-classification-with-brainchip-akida.md)
- [AI-driven Audio and Thermal HVAC Monitoring - SeeedStudio XIAO ESP32](https://docs.edgeimpulse.com/projects/expert-network/multimodal-hvac-failure-anomaly-detection-esp32.md)
- [Arduino x K-Way - Outdoor Activity Tracker](https://docs.edgeimpulse.com/projects/expert-network/arduino-kway-outdoor-activity-tracker.md)
- [Arduino x K-Way - Gesture Recognition for Hiking](https://docs.edgeimpulse.com/projects/expert-network/arduino-kway-gesture-recognition-weather.md)
- [Arduino x K-Way - TinyML Fall Detection](https://docs.edgeimpulse.com/projects/expert-network/arduino-kway-fall-detection.md)
- [Posture Detection for Worker Safety - SiLabs Thunderboard Sense 2](https://docs.edgeimpulse.com/projects/expert-network/posture-detection-for-worker-safety-silabs-thunderboard-sense-2.md)
- [Hand Gesture Recognition - OpenMV Cam H7](https://docs.edgeimpulse.com/projects/expert-network/hand-gesture-recognition-openmv-cam-h7.md)
- [Arduin-Row, a TinyML Rowing Machine Coach - Arduino Nicla Sense ME](https://docs.edgeimpulse.com/projects/expert-network/arduin-row-tinyml-rowing-machine-coach-arduino-nicla-sense.md)
- [Fall Detection using a Transformer Model - Arduino Giga R1 WiFi](https://docs.edgeimpulse.com/projects/expert-network/fall-detection-with-transformer-model-arduino-giga-r1.md)
- [Bluetooth Fall Detection - Arduino Nano 33 BLE Sense](https://docs.edgeimpulse.com/projects/expert-network/bluetooth-fall-detection-arduino-nano-33.md)
- [Monitor Packages During Transit with AI - Arduino Nano 33 BLE Sense](https://docs.edgeimpulse.com/projects/expert-network/monitor-packages-during-transit-with-ai-arduino-nano-33.md)
- [Smart Baby Swing - Arduino Portenta H7](https://docs.edgeimpulse.com/projects/expert-network/smart-baby-swing-arduino-portenta-h7.md)
- [Warehouse Shipment Monitoring - SiLabs Thunderboard Sense 2](https://docs.edgeimpulse.com/projects/expert-network/warehouse-shipment-monitoring-silabs-thunderboard-sense-2.md)
- [Gesture Recognition - Bangle.js Smartwatch](https://docs.edgeimpulse.com/projects/expert-network/gesture-recognition-banglejs-smartwatch.md)
- [Gesture Recognition for Patient Communication - SiLabs Thunderboard Sense 2](https://docs.edgeimpulse.com/projects/expert-network/gesture-recognition-patient-communication-silabs-thunderboard-sense-2.md)
- [Hospital Bed Occupancy Detection - Arduino Nano 33 BLE Sense](https://docs.edgeimpulse.com/projects/expert-network/hospital-bed-occupancy-detection-arduino-nano-33.md)
- [Porting a Posture Detection Project from the SiLabs Thunderboard Sense 2 to xG24](https://docs.edgeimpulse.com/projects/expert-network/silabs-xg24-posture-detection.md)
- [Porting a Gesture Recognition Project from the SiLabs Thunderboard Sense 2 to xG24](https://docs.edgeimpulse.com/projects/expert-network/silabs-xg24-gesture-recognition.md)
- [Continuous Gait Monitor (Anomaly Detection) - Nordic Thingy:53](https://docs.edgeimpulse.com/projects/expert-network/continuous-gait-monitor-nordic-thingy53.md)
- [Classifying Exercise Activities on a BangleJS Smartwatch](https://docs.edgeimpulse.com/projects/expert-network/classify-exercise-activities-banglejs-smartwatch.md)
- [Smart Table Tennis Bat with Live Analytics - Arduino Nano 33 BLE Sense](https://docs.edgeimpulse.com/projects/expert-network/smart-table-tennis-bat-arduino-nano-33.md)
- [Arduino x K-Way - Environmental Asthma Risk Assessment](https://docs.edgeimpulse.com/projects/expert-network/arduino-kway-environmental-asthma-risk-assessment.md)
- [Gas Detection in the Oil and Gas Industry - Nordic Thingy:91](https://docs.edgeimpulse.com/projects/expert-network/gas-detection-nordic-thingy91.md)
- [Smart HVAC System with a Sony Spresense](https://docs.edgeimpulse.com/projects/expert-network/sony-spresense-smart-hvac-system.md)
- [Smart HVAC System with an Arduino Nicla Vision](https://docs.edgeimpulse.com/projects/expert-network/arduino-nicla-vision-smart-hvac.md)
- [Indoor CO2 Level Estimation - Arduino Portenta H7](https://docs.edgeimpulse.com/projects/expert-network/indoor-co2-level-estimation-arduino-portenta-h7.md)
- [Harmful Gases Detection - Arduino Nano 33 BLE Sense](https://docs.edgeimpulse.com/projects/expert-network/harmful-gases-detection-arduino-nano-33.md)
- [Fire Detection Using Sensor Fusion and TinyML - Arduino Nano 33 BLE Sense](https://docs.edgeimpulse.com/projects/expert-network/fire-detection-sensor-fusion-arduino-nano-33.md)
- [AI-Assisted Monitoring of Dairy Manufacturing Conditions - Seeed XIAO ESP32C3](https://docs.edgeimpulse.com/projects/expert-network/dairy-manufacturing-with-ai-seeed-xiao-esp32c3.md)
- [AI-Assisted Air Quality Monitoring - DFRobot Firebeetle ESP32](https://docs.edgeimpulse.com/projects/expert-network/air-quality-monitoring-firebeetle-esp32.md)
- [Air Quality Monitoring with Sipeed Longan Nano - RISC-V Gigadevice](https://docs.edgeimpulse.com/projects/expert-network/air-quality-monitoring-sipeed-longan-nano-riscv.md)
- [Methane Monitoring in Mines - Silabs xG24 Dev Kit](https://docs.edgeimpulse.com/projects/expert-network/methane-monitoring-silabs-xg24.md)
- [Smart Building Ventilation with Environmental Sensor Fusion](https://docs.edgeimpulse.com/projects/expert-network/smart-building-sensor-fusion.md)
- [Sensor Data Fusion with Spresense and CommonSense](https://docs.edgeimpulse.com/projects/expert-network/environmental-sensor-fusion-commonsense.md)
- [Fire Detection Using Sensor Fusion - Arduino Nano 33 BLE Sense](https://docs.edgeimpulse.com/projects/expert-network/fire-detection-sensor-fusion-arduino-nano.md)
- [Forest Guard Decentralized Edge-AI LoRa Mesh Network for Forest Surveillance](https://docs.edgeimpulse.com/projects/expert-network/forest-guard-esp32.md)
- [8x8 ToF Gesture Classification - Arduino RP2040 Connect](https://docs.edgeimpulse.com/projects/expert-network/tof-gesture-classification-arduino-rp2040-connect.md)
- [Food Irradiation Dose Detection - DFRobot Beetle ESP32C3](https://docs.edgeimpulse.com/projects/expert-network/food-irradiation-dose-detection-dfrobot-beetle-esp32c3.md)
- [Applying EEG Data to Machine Learning, Part 1](https://docs.edgeimpulse.com/projects/expert-network/eeg-data-machine-learning-part-1.md)
- [Applying EEG Data to Machine Learning, Part 2](https://docs.edgeimpulse.com/projects/expert-network/eeg-data-machine-learning-part-2.md)
- [Applying EEG Data to Machine Learning, Part 3](https://docs.edgeimpulse.com/projects/expert-network/eeg-data-machine-learning-part-3.md)
- [Liquid Classification with TinyML - Seeed Wio Terminal + TDS Sensor](https://docs.edgeimpulse.com/projects/expert-network/liquid-classification-seeed-wio-terminal.md)
- [AI-Assisted Pipeline Diagnostics and Inspection with mmWave Radar](https://docs.edgeimpulse.com/projects/expert-network/ai-pipeline-inspection-mmwave-radar.md)
- [Soil Quality Detection Using AI and LoRaWAN - Seeed Sensecap A1101](https://docs.edgeimpulse.com/projects/expert-network/soil-quality-detection-lorawan-seeed-sensecap-a1101.md)
- [Smart Diaper Prototype - Arduino Nicla Sense ME](https://docs.edgeimpulse.com/projects/expert-network/smart-diaper-arduino-nicla-sense-me.md)
- [DIY Smart Glove with Flex Sensors](https://docs.edgeimpulse.com/projects/expert-network/flex-sensors-hci.md)
- [EdgeML Energy Monitoring - Particle Photon 2](https://docs.edgeimpulse.com/projects/expert-network/energy-monitoring-particle-photon-2.md)
- [Wearable for Monitoring Worker Stress using HR/HRV DSP Block - Arduino Portenta](https://docs.edgeimpulse.com/projects/expert-network/ecg-hrv-block-arduino-portenta.md)
- [Azure Machine Learning with Kubernetes Compute and Edge Impulse](https://docs.edgeimpulse.com/projects/expert-network/azure-machine-learning-kubernetes-compute-ei.md)
- [ROS2 + Edge Impulse, Part 1: Pub/Sub Node in Python](https://docs.edgeimpulse.com/projects/expert-network/ros2-part1-pubsub-node.md)
- [ROS2 + Edge Impulse, Part 2: MicroROS](https://docs.edgeimpulse.com/projects/expert-network/ros2-part2-microros.md)
- [Using Hugging Face Datasets in Edge Impulse](https://docs.edgeimpulse.com/projects/expert-network/huggingface-dataset-with-edge-impulse.md)
- [Using Hugging Face Image Classification Datasets with Edge Impulse](https://docs.edgeimpulse.com/projects/expert-network/hugging-face-image-classification-dataset.md)
- [Offline SLMs for Edge AI Development - Part 1: Direct Inference with a Qwen LoRA Adapter](https://docs.edgeimpulse.com/projects/expert-network/integrating-slms-on-linux.md): Run a fine-tuned Qwen2.5-Coder LoRA adapter locally on a Raspberry Pi, Rubik Pi 3, or NVIDIA Jetson Orin to answer Edge Impulse docs and API questions without an internet connection.
- [Offline SLMs for Edge AI Development - Part 2: Retrieval-Augmented Generation with FAISS](https://docs.edgeimpulse.com/projects/expert-network/rag-docs-assistant-faiss-qwen.md): Pair a FAISS retrieval index built from the Edge Impulse documentation with a fine-tuned Qwen2.5-Coder LoRA adapter to answer grounded, offline questions about the Studio API, DSP blocks, SDK methods...
- [Offline SLMs for Edge AI Development - Part 3: Agentic Coding with llama.cpp and OpenCode](https://docs.edgeimpulse.com/projects/expert-network/opencode-offline-coding-assistant.md): Set up an offline agentic coding environment on a Raspberry Pi, Thundercomm Rubik Pi 3, or NVIDIA Jetson using OpenCode, llama.cpp, and two fine-tuned Qwen2.5-Coder GGUF models - one for Edge Impulse...
- [Edge Intelligence Pipeline: LLM-Enhanced Interpretation of Embedded ML Inference](https://docs.edgeimpulse.com/projects/expert-network/llm-enhanced-image-inference-pipeline.md)
- [Community Guide - Using Edge Impulse with Nvidia DeepStream](https://docs.edgeimpulse.com/projects/expert-network/nvidia-deepstream-community-guide.md)
- [Edge Impulse API Usage Sample Application - Jetson Nano Trainer](https://docs.edgeimpulse.com/projects/expert-network/api-sample-application-jetson-nano.md)
- [MLOps with Edge Impulse and Azure IoT Edge](https://docs.edgeimpulse.com/projects/expert-network/mlops-azure-iot-edge.md)
- [A Federated Approach to Train and Deploy Machine Learning Models](https://docs.edgeimpulse.com/projects/expert-network/federated-learning-raspberry-pi.md)
- [DIY Model Weight Update for Continuous AI Deployments](https://docs.edgeimpulse.com/projects/expert-network/diy-model-ota.md)
- [Automate the CI/CD Pipeline of your Models with Edge Impulse and GitHub Actions](https://docs.edgeimpulse.com/projects/expert-network/cicd-with-github-actions-edge-impulse.md)
- [Deploying Edge Impulse Models on ZEDEDA Cloud Devices](https://docs.edgeimpulse.com/projects/expert-network/zededa-model-monitoring.md)
- [Building a Voice-Activated Assistant on Your Smartphone: A Step-by-Step Guide](https://docs.edgeimpulse.com/projects/expert-network/android-keyword-spotting.md)

## Optional

- [Documentation index (all sections)](https://docs.edgeimpulse.com/llms.txt): Root llms.txt router linking every documentation section.