Abstract: With the rise of artificial intelligence technology, it has provided theoretical support and practical tools for the development of innovation and entrepreneurship education in colleges and universities, bringing unprecedented opportunities for development. As bases for cultivating talents, colleges and universities should actively apply artificial intelligence technology, continuously explore new paths for innovation and entrepreneurship, study the laws of innovation and entrepreneurship education development and quality training mechanisms under new technology environments, enrich the theoretical system, promote the study of science and technology research, and support the innovation of teaching design theory. By applying artificial intelligence technology to aspects such as teaching management, curriculum resources, teaching evaluation, and project incubation, and adopting intelligent class schedule management, academic affairs reminder systems, intelligent recommendation systems, knowledge graph technology, etc., it demonstrates how artificial intelligence technology can promote innovation and optimization of educational models and promote the high-quality development of innovation and entrepreneurship education.

Key words: Artificial intelligence, Innovation and entrepreneurship education, College, Innovative talent cultivation, Knowledge graph, Intelligent management technology