Thanks Catalin Tiseanu for suggesting it.

If you want to get a bit deeper, Gilbert Strang has great Linear Algebra course taught MIT is on youtube. He explains things very clearly and with a lot of simple example. I highly recommend his course as well

For a Machine Learning view of Linear Algebra you can go through chapter 2 of the Deep Learning Book available online
'Deep Learning, Chapter 2: Linear Algebra':http://www.deeplearningbook.org/contents/linear_algebra.html
 
If you want to get a bit deeper, Gilbert Strang has great Linear Algebra course taught MIT is on youtube. He explains things very clearly and with a lot of simple example. I highly recommend his course as well.

'Gilbert Strang MIT Linear Algebra Video Lectures':https://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/video-lectures/
You may want to play it at 1.5 or 2x speed though :).