Practical Teaching Reform of “Deep Learning” Course Based on Industrial Scenarios

在应用型本科教育领域，各项教学培养技能应紧密贴合“产业”岗位的实际技能需求，遵循“产业引领教学、产业定义教学、产业驱动教学改革、产业促进教学提升”的发展路径。在工业视觉检测产业领域，金属板带材缺陷检测项目是对学生未来从事金属加工、质量控制、设备维护等工作至关重要。在应用型本科教育中将金属板带材缺陷检测项目知识要点全过程融入到《深度学习》课程教学实践，让学生身临其境地体验工业视觉检测产业场景，旨在提升其技能水平，增强其就业竞争力。In the field of application-oriented undergraduate, all teaching and training skills should closely meet the actual skills needs of “industry” posts and follow the development path of “industry leading teaching, industry defining teaching, industry driving teaching reform and industry promoting teaching improvement”. In the field of industrial visual inspection, the defect detection project of metal plate and strip is very important for students to engage in metal processing, quality control and equipment maintenance in the future. In application-oriented undergraduate, the whole process of knowledge points of metal plate and strip defect detection project is integrated into the teaching practice of “Deep Learning” course, so that students can experience the industrial scene of industrial visual inspection in an immersive way, aiming at improving their skills and enhancing their employment competitiveness.