Where can I find information about the difference in filament types?

There is a lot of information available about the different types of filament available to print with. Sometimes the best information (hot end temp, bed temp, print speed, etc) can be obtained from the manufacture of the filament. 

Pinshape has also released a basic 3D Printer Materials Guide that will provide basic information about different types of 3D printing materials.