linear algebra from beginner to intermediate level

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I was wondering if there is a way to learn linear algebra from beginner to advanced level by studying it myself. I want to collect a number of books, video lectures, tutorials and other resources to learn it. Stackoverflow has a similar question on learning C++, so I thought this would be a good place to ask this question.

Two things: 1. Open video lectures, if any, will be really helpful. 2. As I am trying to self study, problem oriented books (possibly with hints and solutions) will be very helpful.

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You could try this link. It covers the basics and you could use it also for organizing your learning. I mean what to start with and what to learn next. http://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/video-lectures/