An AI camera module is a compact device that integrates an image sensor, lens, and sometimes other supporting electronics to capture images and videos. It includes on-board AI processing capabilities, allowing it to perform tasks like image analysis, object detection, and pattern recognition using integrated machine learning models, all within the device itself, without relying on external accelerators or cloud processing.