The No Bullshit Guide to Linear Algebra explains linear algebra topics clearly and concisely. The book begins with a concise review of high school math topics and follows up with a detailed exposition of computational, geometrical, and theoretical aspects of linear algebra. The last three chapters of the book discuss the applications of linear algebra, including computer graphics, error correcting codes, Fourier analysis, and even quantum mechanics!

This is the book you want to read if you’re taking a linear algebra course or if you need linear algebra skills for machine learning applications. Check out the extended preview here (160 pages, PDF).

You can get the book in electronic form here or in print form here.