AI Training and Recommendation Integrated Management Platform

The AI training and inference integrated management platform is an intelligent system that integrates multi-protocol device access with full-chain AI capabilities. It not only fully supports mainstream protocols such as GB28181, ONVIF, and MQTT for plug-and-play operation of massive devices, but also provides a one-stop closed-loop service from intelligent data labeling, model iterative training, to high-precision recognition and inference. The platform converts video streams and image data collected at the front end into trainable assets through visual detection area configuration and spatiotemporal linked alert mechanisms, continuously optimizing algorithm accuracy using large model technology, ultimately achieving efficient intelligent decision-making and intelligent control of everything through cloud-edge-end collaboration.