Linear Algebra Review and Reference by Zico Kolter
Publisher: Stanford University 2015
Number of pages: 26
From the tabble of contents: Basic Concepts and Notation; Matrix Multiplication; Operations and Properties; Matrix Calculus (Gradients and Hessians of Quadratic and Linear Functions, Least Squares, Eigenvalues as Optimization, etc.).
Mathematics Linear Algebra