Here's a fantastic article explaining scalars, matrices and tensors: http://www.grc.nasa.gov/WWW/k-12/Numbers/Math/documents/Tens...

Explanation of why dot and cross products are defined that way: http://physics.stackexchange.com/questions/14082/what-is-the...