Properties of Multilayer Nets
Can compute anything (i.e. they are Turing equivalent since you can use them to build AND, OR and NOT gates).
However, nets must learn their weights, they cannot be hand-programmed.
Backpropagation is the most common algorithm for learning weights in multilayer nets.