Look at Juergen Schmidhuber's work, as a good example of RNNs pushed to the limit of current understanding...
Recurrent NNs, like other purely subsymbolic methods, have not proven convenient (or maximally effective) for carrying out tasks involving logic, language, reasoning, etc. ... For tasks involving sensory perception, motor control or data classification or nonlinear regression, NNs are powerful and demonstrably applicable -- but, tend to take more computing resources and (importantly) require more case-by-case tuning and fiddling, than other methods.... For instance, -- to do supervised data classification, I'd choose SVMs over NNs, on grounds of speed and auto-tunability -- to do vision processing, I'd choose a non-NN hierarchical architecture like DeSTIN over an NN, on similar grounds ... ben On Tue, Jul 10, 2012 at 5:54 PM, Jarrad Hope <[email protected]> wrote: > Hi, > > I was wondering if anyone could point me to some resources on developing > AGI with neural networks? > (variants of ann and learning algorithms) > > So far I'm aware that it should be a form of RNN - I have been looking at > BlueBrain alot - but I feel that modeling a mammalians brain in that much > detail is better suited for WBE rather than a strictly AGI goal. > > Also why aren't ANN's used almost exclusively in developing AGI - is it a > memory/computational power hurdle? or is there some other limiting factor I > am not aware of. > > Regards, > Jarrad > > *AGI* | Archives <https://www.listbox.com/member/archive/303/=now> > <https://www.listbox.com/member/archive/rss/303/212726-11ac2389> | > Modify<https://www.listbox.com/member/?&;>Your Subscription > <http://www.listbox.com> > -- Ben Goertzel, PhD http://goertzel.org "My humanity is a constant self-overcoming" -- Friedrich Nietzsche ------------------------------------------- AGI Archives: https://www.listbox.com/member/archive/303/=now RSS Feed: https://www.listbox.com/member/archive/rss/303/21088071-c97d2393 Modify Your Subscription: https://www.listbox.com/member/?member_id=21088071&id_secret=21088071-2484a968 Powered by Listbox: http://www.listbox.com
