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Typing "linear algebra sage math" in Google gives the following, all of which are useful:

• A Word document that is reasonably helpful
• Sage Linear Algebra quickref (a German translation would be helpful!)
• A tutorial from Rob Beezer, who has more links and a video at http://linear.ups.edu/sage-fcla.html
• The Sage linear algebra constructions document
• The Sage "Quickstart" for LA
• The Sage tutorial section on LA