An integrated service platform that combines IoT, big data, and AI analysis technologies to improve the efficiency and accuracy of garbage classification, optimize waste treatment processes, promote resource recycling, and enhance environmental awareness. Utilizing image recognition and machine learning technologies, it automatically identifies and classifies garbage, reducing manual intervention and increasing classification accuracy and efficiency. The platform can achieve full-process monitoring and management, promoting the effective implementation of garbage classification policies. It includes: garbage classification operation system, garbage classification management system, garbage collection and transportation management platform, recycling resource sorting center, AI video supervision platform, etc.