I like this book by Sergei Treil better than Axler's book. And it's free.
Actually I agree Axler's book is well written, but I think I agree with micromass that it may not be that helpful. Some books were written to prove a point, and others are actually useful to learn from. It is more important to get a feel for a topic at first rather than see slick proofs of the main theorems.
http://www.math.uga.edu/%7Eroy/rev.lin.alg.pdf
Here is a book i wrote as an exercise over xmas break a while back, making the whole subject essentially a set of exercises for the reader. It is also free.
http://www.math.uga.edu/%7Eroy/rev.lin.alg.pdf
(The same criticisms of Axler probably apply to mine too.)
I second the recommendation of Shilov, as both more thorough and cheaper than Axler.
https://www.amazon.com/dp/048663518X/?tag=pfamazon01-20
There is no shame in starting on an easier book, also free, to see if it is helpful.
http://joshua.smcvt.edu/linearalgebra/Here is another nice gentle introduction by a Stanford professor:
http://www.abebooks.com/servlet/SearchResults?an=paul+shields&sts=tIf you like to challenge yourself you might try to read and provide the proofs in my 15 page book above, and when stuck on a page, read the 20-30 pages of one of the more standard books where the same result is discussed. I made up many of my proofs though, so they probably won't resemble the ones in other books.Lang is very clear on the main ideas but he essentially never gives enough examples in his books for the reader to really master the subject well, so books by Lang always need supplementation.