This paper implements recommendation algorithm based on Item collaborative filtering recommendation algorithm and content-based parallelization, and uses the hybrid recommendation algorithm based on these two complementary recommendation algorithm for project-related calculations, and accesses network of the projects' relationships, namely the correlation coefficient matrix of each project. Then we do the relevant test analysis to the improved algorithm.