TinyML fall detection turns a cheap accelerometer and micro‑controller into a privacy‑first, battery‑powered device that can spot accidental drops in real time. The guide covers hardware, data collection, model training, quantization, and deployment.
TinyML emotion detection lets a small micro‑controller read facial emotions in real time, all on a coin‑cell battery. The guide covers hardware, dataset creation, model training, quantization, and deployment on ESP32‑C3.
AI decision making for remote teams turns scattered conversations into clear actions. Follow a four‑step pipeline, see real case studies, and start a pilot this week.
TinyML air quality monitoring lets you build a low‑power, privacy‑first device that predicts indoor air quality on an ESP32‑C3. The guide covers sensor selection, data collection, model training, quantization, and deployment.
TinyML real‑time sign language recognition lets you build a low‑power translator that runs on an ESP32‑C3. The guide covers dataset prep, model training, quantization, and deployment.
TinyML indoor positioning lets everyday devices figure out where they are inside buildings using BLE beacons and a small neural net that runs on microcontrollers. This guide covers data collection, training, quantization, and deployment.
Edge AI audio event detection lets microcontrollers listen, classify, and react to sounds instantly—no cloud needed. This guide walks through data collection, feature extraction, model training, quantization, and deployment on Raspberry Pi 4 and ESP32.
Drone swarm AI lets you build small, autonomous fleets that can map crops, deliver medicine, or aid in emergencies. This guide covers data, training, deployment, and future trends.
TinyML neural architecture search automates the design of compact AI models that run on microcontrollers. This guide shows how to search, quantify, and deploy a model on an ESP32.
AI‑powered security monitoring uses machine learning to spot hidden threats in network logs, reducing false alarms and catching new attacks before they cause damage.