Neural networks

This is not a method but a very broad set of methods based to varying degrees on how neurons in animals work. It is extremely popular, because

Commercially available software makes using neural nets easy
They work fairly well for many problems
There is a widespread and absolutely false belief that only neural networks learn
They often work very rapidly
Some commercial hardware supporting some neural networks is available.

A good place to start researching this area is