Linear Algebra Done Right
This book offers an excellent introduction to the core ideas of linear algebra, especially for those who want to understand the subject beyond just computations. Axler focuses on building intuition around vector spaces, linear maps, and inner product spaces in a very accessible and structured way. The language is clear, the theorems are motivated well, and the progression of topics feels natural. It’s a great choice for beginners who want to develop a strong conceptual foundation, particularly if they’re interested in more theoretical or proof-based mathematics.