Recommendations for Linear Algebra books include "Linear Algebra Done Right" by Axler, noted for its clarity but potentially not ideal for beginners. Other popular choices are Shilov's text, praised for its affordability and quality, and Sharipov's free resource. Hoffman and Kunze's book is also mentioned favorably. "Linear Algebra Demystified" stands out despite criticism of the series, as it effectively covers complex numbers. Additionally, "Linear Algebra: An Introduction" by Bronson and Halmos' "Vector Spaces" are suggested as solid options for learners.