Abstract: Under the background of "Internet +" era, traditional manufacturing industry is gradually facing transformation and upgrading. The students of mechanism specialty face the future, and must cultivate innovative spirit, entrepreneurial consciousness and innovation and entrepreneurship ability. Starting from the connotation of innovation and entrepreneurship education and aiming at the current situation of entrepreneurship and entrepreneurship in local colleges and universities, this paper puts forward that the first and second classes should cooperate with innovation to cultivate students' innovative spirit, strengthen the selection of typical trees for innovation and entrepreneurship, stimulate students' entrepreneurial consciousness, integrate industry and education, innovate the combination of shipping industry education and professional education, and enhance students' innovative Professional competence, explore an innovative entrepreneurship education model of government-enterprise-school collaborative education.

Key words: Collaborative innovation, Integration of industry and education, Professional education