Ben,

Am I reading this right - that this is "just" a VERY good demo of
SUPERVISED learning - with no unsupervised components?

Steve
=========

On Tue, Oct 20, 2015 at 11:19 PM, Ben Goertzel <[email protected]> wrote:

>
> On Wed, Oct 21, 2015 at 1:54 PM, Benjamin Kapp <[email protected]> wrote:
>
>> They are using reinforcement learning to train their system.  But one of
>> the problems with this is that it is dependent on a reward/punishment
>> system which for them is determined by game scores.  But in the real world
>> there is no game score.  Also in the game world game score is temporally
>> closely related to the actions the agent performs.  However in the real
>> world rewards and punishments may be delayed by a great deal of time (if
>> they are ever given).
>>
>
>
> Demis, Shane and the other Deep Mind folks are well aware of these issues,
> of course...
>
> A fallacy I commonly see is that people like to compare their own ideas,
> with other peoples' practical demonstrations...   Of course Deep Mind's
> practical demos, so far, embody only a small fraction of their ideas and
> understanding...
>
>
>>
>> Further, Demis says in his talk they assume humans gain knowledge from
>> experience, however the poverty of the stimulus argument proposed by
>> Chomsky demonstrates clearly that humans acquire language faster than is
>> possible given the limited stimuli they are exposed to.  As such (for some
>> kinds of knowledge of the world at least) it seems that human knowledge
>> acquisition is due in no small part to a priori instinctual knowledge,
>> something they do not seem to be representing in their system.
>>
>
>
> While I agree that humans have some inborn "inductive bias" as well as
> some specific hard-wired skills, the extent and nature of this bias and
> hard-wiring in the context of language is certainly not well-understood
> currently.   Derek Bickerton's writing on this topic has often been
> interesting....  I note that using a deep network with a specific
> architecture for language understanding is also a way of coding "inductive
> bias" into one's architecture....   It is not clear how specific are the
> inductive biases for language encoded into the human brain...  Old-style
> Chomskian "principles and parameters" ideas are clearly not correct in
> detail...
>
>
>>
>> Also even if Demis is up to speed on all the latest knowledge from the
>> domains of the mind sciences (which he likely is not), it wouldn't be the
>> case that he would know how the brain functions deterministically since
>> this is still outside the scope of human knowledge.  As such he and his
>> team can only guess at how the brain does intelligence.
>>
>
>
> Demis is a top-grade neuroscientist as well as an AGI guy, and many of the
> Deep Mind folks are deeply into cognitive neuroscience.  They know the
> latest research....   Which means they also know how incomplete that
> research is, yeah...
>
> -- Ben
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