Brain Science Is About To Fundamentally Change Computing

"To date, there hasn't been an overarching theory of how the human brain really works, Jeff Hawkins argues in this compelling talk. That's because we still haven't defined intelligence accurately. But one thing's for sure, he says: The brain isn't like a powerful computer processor. It's more like a memory system that records everything we experience and helps us predict, intelligently, what will happen next. Bringing this new brain science to computer devices will enable powerful new applications -- and it will happen sooner than you think."

This is one of my favorite of all TED talks. I can't believe it's not here yet.
dagsays...

Comment hidden because you are ignoring dag.(show it anyway)

^ I think he did indicate how it will happen. Lost of sensors and massive amounts of recorded data that can be used to build patterns of experience for prediction.

Absolutely fascinating - he's obviously very passionate about this.

jmzerosays...

I disagree with him on a fairly fundamental level.

I've heard similar approaches many times before. The basic pattern is: "we'll model it based on the low-level structure of the brain, and if we throw enough data into it then the intelligence will emerge". And his focus on "prediction" seems odd. Sure everything is "prediction" in the loosest sense - but then it's equivalent to general reasoning. Sure I can "predict" that 23+45 is 68 based on my previous experience adding numbers or something, but thinking of it in terms of prediction instead of abstract symbol manipulation (or a million other paradigms) doesn't change the nature of the thing or help us understand it.

To me, the clearest hint that he's wrong is he's talking about sensors. To start, AI doesn't need to have anything to do with the real world. Again - I see this pattern a lot in AI research. The basic idea doesn't seem to be solving small problems in a satisfactory way, so let's try it with a big problem and sensors and mountains of data and processor power and hope that something will emerge.

I definitely agree that a theory of brain function is needed. But if we can really grasp how the brain learns I think the demonstration that that theory is correct will be through solving small problems. Any problem that can be solved with silicon can be solved with a current computer (although possibly in much more time). If he has a framework through which a computer can learn, it should be demonstrable in solving some small problem.

And I look forward to responses saying that he's right and I'm wrong because he's smart and rich and has a company doing this.

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