Abstract: With the intelligent transformation of manufacturing, industry-education integration has become a crucial pathway for application-oriented universities to cultivate professionals who meet societal demands in intelligent manufacturing. This paper focuses on the construction of practical innovation platforms for intelligent manufacturing professional clusters in application-oriented universities. It analyzes the practical significance of such platforms, explores their construction objectives, principles, and implementation paths, aiming to enhance the quality of talent cultivation and promote deeper industry-education integration.