This is the second half of a one-year honors course on freshmen algebra at Peking University. It is designed to help talented students to enter various fields of modern mathematics earlier. Comparing with the traditional course "Advanced Algebra", this course aims at a higher level in its depth, width and abstraction. The central topic is an axiomatic treatment of linear spaces and linear maps. Matrix algebra is developed as a tool for studying abstract concepts. Basic notion of tensor algebra, groups, rings, modules and fields is also introduced. In the second half, we will concentrate on more properties of linear maps, canonical forms of matrices and linear transformations, inner product spaces, bilinear functions, and quadratic forms.