I've read books and tried over a dozen commercial packages trying to prove that neural nets work.
Yes they do somewhat work - however better results can be acheived by other methods. Specifically never trust an overtrained neural net - you'll get results worth than before.
My overall resume - unless the neural net includes ALL the factors affecting stock exchange trends - it is useless, even with todays computer power.