What is Edge AI?
TL;DR
Technology that runs AI processing directly on devices rather than in the cloud. Offers low latency and strong privacy protection.
Edge AI: Definition & Explanation
Edge AI is the technology of running AI inference directly on end-user devices — such as smartphones, IoT devices, and in-vehicle computers — rather than sending data to cloud servers. By reducing cloud dependency, Edge AI offers benefits including low-latency real-time processing, privacy protection (data never leaves the device), offline operation, and reduced communication costs. Key platforms include Apple's Core ML, Google's TensorFlow Lite, and Qualcomm's AI Engine. Applications include smartphone face recognition, voice assistants, real-time translation, autonomous vehicle object detection, and factory anomaly detection. Techniques like quantization and model distillation have made it possible to run large AI models efficiently on compact devices.