With the rapid development of intelligent technologies such as artificial intelligence and big data,classroom teaching evaluation is undergoing profound changes.This paper elaborates the connotation of intelligent technology empowering teaching evaluation.This study analyzes the problems and challenges faced by vocational college classroom teaching evaluation,explores the role of intelligent technology empowering vocational college classroom teaching evaluation,and describes in detail practical cases of intelligent technology empowering classroom teaching evaluation,providing reference for implementing vocational college classroom teaching evaluation supported by intelligent technology.Research has shown that the evaluation of vocational classroom teaching empowered by intelligent technology can more effectively achieve personalized,dynamic,and objective evaluation,promote teachers'teaching adjustments,and enhance students'learning outcomes.