Linear algebra

Recommended

N. Johnston, Advanced Linear and Matrix Algebra (Springer International Publishing, Cham, 2021).
N. Johnston, Introduction to Linear and Matrix Algebra (Springer International Publishing, Cham, 2021).

Two useful books, with lots of illustrations and clear examples.

The Matrix Cookbook by Kaare Brandt Petersen and Michael Syskind Pedersen

Singular Value Decomposition by Steven Brunton.