The book Linear Algebra for Machine Learning by Deisenroth, Faisal, & Ong (2020) is downloadable for free book and provides you with an introduction in all areas of Linea Algebra you might need to implement machine learning algorithms yourself.
https://mml-book.github.io/book/mml-book.pdf
Download Link for the book Linear Algebra for Machine Learning