This is a bold and concise introduction to linear algebra written by a leading applied mathematician. The book was developed, obviously over many years, from the lecture notes for the applied linear algebra class taught by the author. The result is unorthodox, minimalistic, and stunning. This book will be a classic and should be in every mathematical library. However, the use and the audience of this book will likely turn out to be very different from those naturally expected. Specifically, it will most probably become a reference for researchers as well as the text of choice for the more ambitious teachers and students of linear algebra rather than a mainstream linear algebra textbook. The book challenges the reader in multiple ways. Its slick and precise notation will take a while for anyone to master, working mathematicians included. (Once mastered, it provides a powerful engine that easily drives most proofs.) Many familiar concepts are presented in unusual ways (e.g., bases as linear maps). ``Non-linear algebraic'' notions (e.g., rings and fields, compactness and continuity) and ``advanced'' topics (e.g., Perron-Frobenius' theorem) are all over the place. The derivations are terse and the deciphering hints are scarce. The pace is unforgiving of the lazy student. The book uses (some) MATLAB notation and gives many MATLAB examples/exercises. For these reasons, working this book out in detail will make anyone a better mathematician. In fact, a student capable of such work without much outside help will emerge ready to do research in mathematics. A working mathematician will likely emerge with new insights into his/her own area of expertise. For the same reasons, the book is just as challenging for the instructor. A good instructor, however, could elaborate on tricky details, work out difficult examples, and spice up MATLAB routines to a delightful effect. The best instructors at top universities will seriously consider it as a textbook for math majors. Beyond that, it may never be used for undergraduate teaching unless the book is promoted by sufficiently many enthusiasts. With all that, not publishing the book would be a shame. There are and will continue to be written a number of mathematically solid, slow-paced, user-friendly textbooks for standard undergraduate classes -- the quality bread-and-butter of linear algebra. This is a work of art. Publish it.