Try this link for a brief tutorial: http://www.u-aizu.ac.jp/~niki/feminstr/feminstr.html
It involves a lot of mathematics, but it is hard to avoid them when dealing with FEM.
If you are working with electromagnetic problems, you might find the book "Numerical Modelling of Electrical Machines and...