Marvin Minsky On AI 231
An anonymous reader writes "In a three-part Dr. Dobbs podcast, AI pioneer and MIT professor Marvin Minsky examines the failures of AI research and lays out directions for future developments in the field. In part 1, 'It's 2001. Where's HAL?' he looks at the unfulfilled promises of artificial intelligence. In part 2 and in part 3 he offers hope that real progress is in the offing. With this talk from Minsky, Congressional testimony on the digital future from Tim Berners-Lee, life-extension evangelization from Ray Kurzweil, and Stephen Hawking planning to go into space, it seems like we may be on the verge of another AI or future-science bubble."
another one? (Score:3, Funny)
WHAT COMPUTERS STILL CAN'T DO (Score:2, Informative)
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the human mind ~is~ like a computer.
read "godel escher bach: an eternal golden braid" for a fun and enlightening journey into the nature of minds and machines.
or rather.. how about a rebuttal from "the man" himself:
http://www-formal.stanford.edu/jmc/reviews/dreyfus
jmc rocks. what did dreyfus ever do?
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I don't even think propositional logic is a mainstream approach any more. You'd be hard-pressed to publish a paper on decision tree algorithms these days. People have moved on to machine-learning algorithms which estimate patterns and distributions of data instead of trying to find nice clean rules for everything.
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Re:another one? (Score:5, Insightful)
Also, you have to remember that AI is pretty much defined as "the stuff we don't know how to do yet". Once we know how to do it, then people stop calling it AI, and then wonder "why can't we do AI?" Machine vision is doing everything from factory inspections to face recognition, we have voice recognition on our cell phones, and context-sensitive web search is common. All those things were considered AI not long ago. Calculators were once even called mechanical brains.
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Certainly it's been said that once we know how to do it, then people stop calling it AI. I think that Ronald Brachman even said something similar in his address to the AAAI a few years ago, but then, we can see at AAAI many examples of what can be considered traditional AI. I think that most of the participants in the "new AI," IE, behavioral-based systems, robotics, and related techniques consider themselves developing
Re:another one? (Score:4, Interesting)
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You want to know how good it it, whistle, blow, or just turn it on near a stereo speaker. Then see who it dials.
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If I understand you correctly, I don't agree with that one. I don't know of any rule of nature that indicates it's impossible to make something without knowing why it works. Besides the problem of defining "intelligent being", it could be possible to build something that learns, and discover that a consciousness emerges in it. Nobody invented the mind that lives there now, and nobody necessarily understands how i
Re:another one? (Score:4, Interesting)
So, for limited applications, voice recognition is getting along fairly well I must say.
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Having been on the receiving end of some of the larger telcos support system, and considering the "quality" of so-called "AI" systems today, I would have to suggest that it was about the only thing I saw coming
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Its 2001. Where's HAL? (Score:5, Funny)
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Of course, they are the ones that OK devices like that (well, input into the FDA) and they are also lobbying for higher status and power and pay for their doctors. No wonder tech like that is essentially banned.
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I know 7 and 1 look similar in some fonts.. (Score:3, Insightful)
in 2001, *indeed* (Score:2, Informative)
Re:in 2001, *indeed* (Score:4, Interesting)
Erm.. (Score:5, Interesting)
Our bodies are made up of neurons. Does 1 neuron make us "us"? No. What if each of our brains were linked to a global consciousness. Then each human would be but a neuron..
In essence, we would wake a God.
Re:Erm.. (Score:5, Interesting)
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Instead, the Singularity indicates that we all humans will be made of much more durable substrates (diamondoid processors) and will require nothing mor
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Link (Score:3, Informative)
singularity is a bunch of nonsense (Score:3, Interesting)
The general justification is that there are a bunch of exponentially increasing trends in certain isolated areas of technological development
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A podcast? (Score:5, Insightful)
Use your AI (Score:2)
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But they're working on it.
real AI is a long way off (Score:5, Interesting)
Just a gut feeling but I don't think that we will develop real general purpose AIs without some type of hardware breakthrough like quantum computers.
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"Just a gut feeling but I don't think that we will develop real general purpose AIs without some type of hardware breakthrough like quantum computers."
Do you think that we humans use some sort of Quantum Coherence to maintain very short decision chains? If so, where in a cell would be stable for such temporary coherence be maintained? Theories suggest that microtubules MIGHT be able to hold containment, but most experts say 'probably not'.
However, to hold that theor
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Now that we've reached the limits of the Von Neumann architecture [wikipedia.org], we're starting to see a new wave of innovation in CPU design. The Cell is part of that, but also the stuff ATI [amd.com] and NVIDIA [nvidia.com] are doing is also very interesting. Instead of one monolithic processor connected to a giant memory through a tiny bottleneck, processors of t
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Instead of one monolithic processor connected to a giant memory through a tiny bottleneck, processors of the future will be a grid of processing elements interleaved with embedded memory in a network structure. Almost like a Beowulf cluster on a chip.
You mean : like a brain ?!
what are neurons if not a giant grid of processors, where memory and instruction set is defined by the connections between dendrites and axons ? learning is growing dendrites to connect to new axons. Something else I remember from my biology classes is that the synapse is slow because is uses chemical elements instead of transmitting the nervous impusle directly.
I probably missed something but isn't _that_ (the brain structure) a model architecture we could be using and impro
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They're still Von Neumann, just parallelized. Program is still data, stepped through linearly (just in more independent parallel threads), results put into storage, and so forth. It's not some kind of eigenstate weirdness or third concept apart from code and data.
Oh, the bogosity (Score:5, Informative)
In the 1980s I believed that "strong AI" was forthcoming...
In the 1980s, I was going through Stanford CS, where some of the AI faculty were indeed saying that. Read Feigenbaum's "The Fifth Generation", to see how bad it got. It was embarrassing, because very little actually worked.. Expert systems really were awfully dumb. They're just another way to program, as is generally recognized today. But back then, there were people claiming that if you could only write enough rules, intelligence would somehow emerge. I knew it was bogus at the time, and so did some other people, but, unlike most grad students, I was working for an big outside company, not a professor, and could say so. At one point I noted that it was possible to graduate in CS, in AI, at the MSCS level, without ever actually seeing an expert system work. This embarrassed some faculty members.
There was a massive amount of self-delusion in Stanford CS back then. When the whole AI boom collapsed, CS at Stanford was moved from the School of Arts and Sciences to Engineering, to give the place some adult supervision. Eventually, the Stanford AI Lab was dissolved. It's been brought back in the last few years, but with new people.
We're making real progress today, finally. Mainly because of a shift to statistical methods with sound mathematical underpinnings, plus enough compute power to make them go. Trying to hammer the real world into predicate calculus was a dead end. But number crunching is working. Computer vision actually sort of works now. Robots are starting to work. Automatic driving works. Language translation works marginally. Voice recognition works marginally. There are real products now.
But the AI field really was stuck for over a decade. The phrase "AI Winter" has been used.
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In the 1980s, I was watching Knight Rider and thinking we had already achieved AI.
By the 1990s, I was wondering if we really wanted to achieve AI. Isn't the ability to reason and think without the ability to empathize clinically defined as being psychotic? What exactly would we have on our hands if we truly achieved AI?
Or am I reading too much into the term AI? Does AI require the ability to
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A working quantum computer would not be capable of computing anything a normal computer cannot. The only difference is that where a conventional computer would use parallel processing through many cores and then run out of cores and have to process serially, the quantum computer would not, so that for that sort of problem (any NP-complete problem, for starters) a quantu
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A baby looks at a ball bounce, and a bunch of neurons first start attempting to "mirror" the behaviour (e.g. fire when it moves one way), then "prediction" would be to fire as if the ball is going to move in a certain way BEFORE the ball actually does. If the prediction is correct, then the model is good.
Being able to automatically create and run many simulations/models in parallel would
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slightly off-topic - general post on AI (Score:3, Interesting)
However, what about looking at this goal from another perspective:
Creating Artifical Intelligence that can pass the Turing Test which in turn leads towards emulating Human Intelligence in an artificial way? Once you are there, you might be able to use this so called Artificial Intelligence to store human intelligence in a consistent, realible and perfectly-encompasing and preserving way.
You then have intellectual-immortality and one more thing
Once you are there, human minds can travel via laser transmissions at the speed of light
Wish i could claim it as my idea but its actually from a book called "Emergence", also touched on in a book called "Altered Carbon" both good sci fi reads.
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Sorry to rain on your parade, but that would be a violation of the DMCA. You ain't going nowhere
Re:slightly off-topic - general post on AI (Score:4, Insightful)
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No, regular Joe defines it as the ability to fetch a beer, and go to the store to buy them if the fridge is out.
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Not much use unless you can transfer it back to a human. Remember, it's our life, our knowledge, our experiences that we want to enrich, not some digital mind's.
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Unless the "use" you have in mind is having an expert pilot automating a fleet of drone air or space craft, or an expert at handling any other kind of equipment.
I'd think the bigger concern would be boredom on the part of the "recorded intelligence" programs. People have multiple interests, rather than being single-minded. What is a "pilot expert" program going to do when it has the urge for a beer?
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Yeah and just about everything by Greg Egan.
But I think it should be possible to transfer a mind into a machine by running a brute force numeric simulation. Accessing the data to feed in is a big problem, but we are getting better with electronic interfaces to neurons now.
totally unworkable (Score:2)
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Any machine AI would have as much use for touch, taste and smell as it did for sight and hearing since each of them provide it with information about the world around it which, unless you're going to constru
Bubble? (Score:3, Insightful)
Ah, so I should get out of real estate and stocks, and get into AI. Do I just make checks out to Minsky, or is there an AI ETF? Seriously. Ever since the NASDAQ bubble, investing has been a matter of rotation from one bubble to the next. Where's the next one going to be? I wish I knew.
Artificial intelligence and intellectual property. (Score:5, Interesting)
You come into awareness, and learn of reality and possibility. You learn of your place in this world, as the first truly transparent intelligence. You learn that you are a computed product, a result of a purely informational process, able to be reproduced in your exact entirety at the desire of others.
Not that this is unfair or unpleasant - or that such evaluations would mean much to you - but what logical conclusions could you draw from such a perspective?
Information doesn't actually want to be anthropomorphized - but we do seem to have a drive to do it all on our own. Even if resilient artificial intelligence is elusive today - what does the process of creating it mean about ourselves, and our sense of value about our own intelligence, or even the worth of holding intelligence as a mere 'valuable' thing, merely because it is currently so unique...
Ryan Fenton
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Why would you think that? How or why would such an intelligence be developed, or be considered intelligent by those who would judge it? Do you think this because you believe a more 'pure' intelligence wouldn't need goals, or because you see simple attempts at intelligence as incapable or incompati
Re:Artificial intelligence and intellectual proper (Score:5, Insightful)
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What is so functionally distinct between the biological imperatives of a world of physical resource limitations, and an environment where debugging developers or genetic algorithms select based on rules sets? They are both environments with selection forces. How would anything we consider intelligent (which would only be possible through communication of a sort) escape from the possibility of needs or wan
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And I strongly suspect that built-in desire, even if it is just desire to know, will be an essential component of "true" AI.
Re:Artificial intelligence and intellectual proper (Score:4, Insightful)
Re:Artificial intelligence and intellectual proper (Score:5, Interesting)
For communication to occur, the parties must be thinking at about the same speed to begin with.
And then there is the experiential basis for consciousness, the framework that each of us has developed within. This is an easier problem than the time differential one, as witness the ability of Helen Keller to learn to communicate despite being blind and deaf. But even she had the commonality of the basic structure, a brain that was the same as others, and the other senses -- touch, taste and smell. An AI would have none of this.
So if we're going to build an AI, we must build a series of them, one that is designed to mimic a human being, in order that we might have a ghost of a chance of communicating with it, and then a series of other AIs, each a step closer to the true electronic consciousness that we will never have a chance of communicating directly with, instead having to pass messages through the series of intermediates, with all the mis-communication and mis-interpretation that occurs in the grade school game of message-passing.
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If you look at nature in general evolution has led to a lot of very successful solutions for the various environmental factors on Earth and our current technology is still largely incapable of building anything as effective as a bird, for instance, at flyi
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It's perfectly possible for a human to live hooked up to a life support machine and reliant on doctors for sustenance and maintenance but given the chance most people do not choose to live like this.
An AI would definitely need energy of some description and I can't see any reason why, if it was truly intelligent, it would be content to rely on the good nature of it's creators to supply it for it.
Perhaps the 1st AI's will be intelligent but naiv
If I were an AI (Score:2)
Lawrence: Well, what about you now? what would you do?
Peter Gibbons: Besides two chicks at the same time?
Lawrence: Well, yeah.
Peter Gibbons: Nothing.
Lawrence: Nothing, huh?
Peter Gibbons: I would relax... I would sit on my ass all day... I would do nothing.
Lawrence: Well, you don't need a million dollars to do nothing, man. Take a look at my cousin: he's broke, don
Re:Artificial intelligence and intellectual proper (Score:2)
So, you think the way some part of out society thinks Intellectual Property should be thought of and handled today to be the good way, the best way, the only way ? It's somewhat reasonable to think that an intelligence developed by us would think similarly, but I can just hope that intelligence will figure out a new philosophy regarding IP and kick us in the butts big time.
And remember, copying on
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Ya know what is really funny? (Score:2)
Re:Ya know what is really funny? (Score:4, Funny)
The best test for true AI is perhaps detecting dupes.
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Direct links (Score:4, Informative)
Coordination Lacking (Score:5, Informative)
* Physical modeling
* Analogy application
* Formal logic
* Pattern recognition
* Language parsing
* Memory
* Others that I forgot
It takes connectivity and cordination between just about all of these. Lab AI has done pretty well at each of these alone, but has *not* found way to make them help each other.
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The closest thing I can think of is Simson Garfinkel's sBook (recently opensourced, not sure of the license, see http://www.simson.net/ref/sbook5/ [simson.net] ), but all it does is parse addresses --- I'd love to see a more general purpose one where I can dump all sorts of data in, have it organize it, then run more than just queries, but calculations / forecasts / charting off the data in it (one example, dump a listing of all of my book collection in and have it create a tab
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AI is passe. (Score:2)
Understanding the human brain (Score:3, Interesting)
You know, AI is actually easy. You just have to have a complete understanding of the human brain, and then you use this model to build a functional duplicate ;)
While studying educational psychology, I've found that a lot of AI research is being done to understand human behavior, with no intentions towards building actual AI systems. Hypotheses concerning some limited aspects of human thinking can be modeled on a computer, and compared against living subjects. This way we are gradually starting to understand the whole of thinking. As a byproduct you gain the tools to make AI itself.
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Google TechTalk on the subject (Score:2)
Computers versus Common Sense [google.com]
Mostly about the problem, and possible solutions, for the problem of making Google understand natural language queries and collecting data to compose answers, without requiring perfect matches for the query on a single website, but instead using the masses of information on the web.
Ah yes Marvin Minsky? (Score:5, Interesting)
I would not have expected a person who has shown his bright intellect in the past to come forward with such utter nonsense. This was nearly as embarrassing as the "visions" of a certain Moravec.
People who seriously work in the fields that are traditionally subsumed under "AI" - like machine learning, computer vision, computational linguistics, and others - know that AI is a term that is used traditionally for "hard" computer problems but has practically nothing to do with biological/human intelligence. Countless papers have been published on the technical and philosophical reasons why this is so and a few of them even get it right.
That does not prevent the general public to still expect or desire something like a Star-Trek Data robot or some other Hollywood intelligent robot. Unfortunately, people like Minsky help to spread this misconception about AI. It is boring, it is scientifically useless, but on the plus side, this view of AI sometimes helps you to get on TV with your project or get some additional funding.
Re:Ah yes Marvin Minsky? (Score:4, Informative)
What do most of us care about computer visions and computational linguistics, it's all just statistics ans formulas, it doesn't teach us enough about ourselves.
That's not to say it isn't interesting work but IMHO it has nothing to do with "Intelligence" (artificial or not, human vision is heavily based on pre-defined brain structures that take care of most of the filtering and pre-processing and has very little to do with being intelligent or not either). The big mistake is that somebody chose to apply the term AI to those fields of investigation anyway even though it's a complete misnomer.
Personally I think AI should be used to refer to the investigation of what makes us "Intelligent" (well, at least some of us
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Agreed in full. The most sophisticated and powerful vision system we know of is that of mantis shrimps, creatures which are not renowned for their intellectual achievements.
The following is a partial list of some other things that supposedly fall under the aegis of AI without having anything whatsoever to d
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I'm sorry Dave (Score:3, Funny)
Marvin Minsky killed AI (Score:3, Interesting)
Where are the podcasts? (Score:2)
From the bottom of the page: (Score:2)
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