It is scalable they say. OK, but in how many cognitive categories? Are the
neural networks able to use that information for combination and selection
at a higher cognitive order? I am asking if they are able to use their
capabilities in a creative and imaginative application of knowledge. If you
could get a neural network to detect imagination then you might be able to
train it to use directed imagination in problem solving. But you can't
because imagination is too broad a concept.

Jim Bromer


On Tue, Jul 15, 2014 at 5:51 AM, Jim Bromer <[email protected]> wrote:

> It is scalable they say. OK, but in how many cognitive dimensions?
> (Throwing a term like "cognitive dimensions" out in front of you guys may
> be a mistake.) Perhaps I should have asked, in how many cognitive
> categories? This has been a persistent problem with neural networks. The
> point of view that Chilimbi seems to be taking is that the [parallel]
> system is able to detect different features and combine them somehow.
> However, that does not mean, for example, that the neural networks are able
> to use that information for combination and selection at a higher cognitive
> order. Just because I cannot word my criticism in just the right way does
> not mean that the criticism is completely invalid. A counter argument is
> that since the algorithms are effectively making some kinds of combinations
> and some kinds of selections then that proves that they are theoretically
> capable of making the kinds of subsequent combinations and selections that
> I am thinking of.  However, this (kind of) argument still hasn't been
> established experimentally. It's the same old same old.
>
> Jim Bromer
>
>
> On Tue, Jul 15, 2014 at 12:22 AM, Ben Goertzel via AGI <[email protected]>
> wrote:
>
>>
>> ;)
>>
>> Hmm..  the quote about quantum physics is
>>
>> ***
>> “It’s like in quantum physics at the beginning of the 20th century,”
>> Chilimbi says. “The experimentalists and practitioners were ahead of the
>> theoreticians. They couldn’t explain the results. We appear to be at a
>> similar stage with DNNs. We’re realizing the power and the capabilities,
>> but we still don’t understand the fundamentals of exactly how they work. "
>> ***
>>
>> It is true that with deep learning, practice is way ahead of theory these
>> days.  OTOH, quantum mechanics has some mysterious confusing-ness too it,
>> which deep learning doesn't really have....  What modern DL algorithms are
>> doing has made sense conceptually to a lot of people for a long time, and
>> the recent breakthrough results are not based so much on new conceptual
>> breakthroughs, as on the new availability of massive amounts of hardware
>> and associated operational software....
>>
>> Still, "solving object recognition via DL" is a fair bit more AGI-ish
>> than "solving chess via alpha-beta pruning", for example   These DL
>> architectures have a strong conceptual resemblance to one aspect of the
>> human mind-brain (parts of our visual and auditory cortices), whereas
>> alpha-beta pruning has a significantly lesser resemblance to stuff that the
>> human mind does (the human mind does some search like that, but on a far
>> lesser scale and only in tight interaction with a lot of other
>> processes)....
>>
>>  I think these modern DL architectures bear moderately close resemblance
>> to something that could serve as a significant component of an AGI system.
>> In their details, though, they are not architected for integration with
>> other AGI components, unlike how the human visual and auditory cortices,
>> with their pronounced hierarchical sensory pattern recognition
>> functionality, are architected (well, evolved) for interaction with the
>> rest of the brain...
>>
>> -- Ben
>>
>>
>> On Mon, Jul 14, 2014 at 9:04 PM, David Hart <[email protected]> wrote:
>>
>>> I skimmed it. Is it a joke? DNN like quantum physics? Really? Do they
>>> really think the two are in the same league?
>>>
>>> -dave
>>>
>>>
>>> On Tue, Jul 15, 2014 at 11:52 AM, Ben Goertzel <[email protected]> wrote:
>>> >
>>> > This time from Microsoft...
>>> >
>>> >
>>> http://research.microsoft.com/en-us/news/features/dnnvision-071414.aspx
>>> >
>>> > --
>>> > Ben Goertzel, PhD
>>> > http://goertzel.org
>>> >
>>> > "In an insane world, the sane man must appear to be insane". -- Capt.
>>> James
>>> > T. Kirk
>>> >
>>> > "Emancipate yourself from mental slavery / None but ourselves can free
>>> our
>>> > minds" -- Robert Nesta Marley
>>>
>>>
>>>
>>> --
>>> David Hart |  +852 9559 9580
>>> OpenCog Foundation | http://opencog.org
>>>
>>
>>
>>
>> --
>> Ben Goertzel, PhD
>> http://goertzel.org
>>
>> "In an insane world, the sane man must appear to be insane". -- Capt.
>> James T. Kirk
>>
>> "Emancipate yourself from mental slavery / None but ourselves can free
>> our minds" -- Robert Nesta Marley
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