First-class education for postgraduate is the foundation for the construction of "double first-class" education. Universities play an important role in postgraduate education. This paper explored the measures for the reform and innovation of the construction of "double first-class" education for postgraduate students in our university, which include perfecting the supervisor's responsibility and authority mechanism, deepening the reform on curriculum system, strengthening the construction of sharing platform, and improving the evaluation mechanism of training quality and so on. In conclusion, ...