Applied Linear Algebra Textbook by Boyd and Vandenberghe (vmls-book.stanford.edu)

Same team is also developing Convex Optimization module for JuliaLang

https://stanford.edu/~boyd/papers/pdf/convexjl.pdf

Convex Optimization – Boyd and Vandenberghe

http://web.stanford.edu/~boyd/cvxbook/