This book covers basic ideas and techniques of the undergraduate first year course in Linear Algebra with special emphasis on Linear combinations, Vector spaces, determinants and applications of elementary row operations. The material is organized in the most simple-minded straightforward manner to enable the individual student use it without supervision. It is also written to serve as a paradigm for course instructors.