Development and Design of Online Management Platform for Talent Cultivation Based on Artificial Intelligence

With the development of information technology, especially the rapid progress of artificial intelligence (AI) technology, the traditional education model is facing a transformation. This paper analyzes the challenges of the current education model, and combines the latest progress of AI technology to build a comprehensive platform that integrates the functions of course management, learning progress tracking, intelligent recommendation and data analysis. The platform adopts micro-service architecture to improve the maintainability, expansibility and deployment flexibility of the system. The functional modules include user management, course management, learning management, intelligent recommendation and data analysis, aiming at deeply analyzing students' behaviors through AI algorithm, providing teaching feedback for teachers and personalized learning suggestions for students, thus improving teaching and learning effects. In terms of key technologies and algorithms, the platform integrates natural language processing (NLP), machine learning, deep learning and knowledge mapping to improve the level of intelligence. Algorithm selection includes collaborative filtering algorithm for personalized recommendation, K-means clustering algorithm for learning behavior analysis, and decision tree algorithm for teaching effect evaluation. The development environment involves highperformance hardware and software configuration, including cloud server, Linux system, Python language, database technology, etc., as well as version control and deployment using tools such as Git and Docker. In the testing and debugging stage, the stability, performance and security of the platform are ensured through unit testing, integration testing, performance testing, user acceptance testing and security testing. The research in this paper provides an efficient and intelligent online management platform for the education field to meet the challenge of educational modernization.