There's a weight perturbation algorithm, which is somewhat similar to genetic programming. The reason it's not as popular as SGD/backprop is it's computationall

There's a weight perturbation algorithm, which is somewhat similar to genetic programming. The reason it's not as popular as SGD/backprop is it's computationally intensive, and it's hard to parallelize.