This playlist gives a very nice geometric intuition to a lot of the foundational concepts of linear algebra:

All videos from 3blue1brown are amazing! Followed up through the latest 'Essence of Calculus' series, really a gem.

He makes the software used to create the animations and it's open-source: https://github.com/3b1b/manim