Something more light:
"I stated that linear algebra was the ‘language in which machine learning was written’. If we can understand the basics of the language, we’ll be in a much better position to grasp the more complex ideas that form the backbone of neural network models."
https://devforum.ro/t/matrix-algebra-linear-algebra-for-deep-learning/5498
i found