Linear Algebra : Non-Linear By the Way!
MIT offers open courses, these courses are taught by the most prominent and amazing Teachers. MIT made a series of videos covering Linear Algebra. Respected Professor Gilbert Strang taught this course. You can find it here.
Now, you certainly need some book regarding this very subject, my honorable Professor gave some notes to my class, these are below: you can download them:

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