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Good point. The thought actually actually popped into my mind after I wrote the post : "Wall E" and many more films/books have suggested this accelerated learning path.

However this is information only, not interaction, I suspect this will have a serious distorsion effect on how the AI "perceives". It's a wild guess, but I believe interaction is at the root of understanding.

Edit : yes you also mention interaction through video games, which I skipped when I scanned your comment. But then again video games might be still far from the depth of real world interaction, more of a learning enforcer than the source of it - like books are for us....




Interaction in a sense acts as a method of preventing over-fitting. If you can't interact and are given a fixed batch to learn from you can find trivial overfitted good predictive models (e.g. the identity model).

One way of reproducing this aspect of interactions is simply using standard ML techniques to prevent overfitting, such as cross validation.

There's another aspect that's more difficult to reproduce that is the "online learning" aspect of interactions. If you can interact, you can form hypothesis in real time, test and modify them. This can greatly enhance learning efficiency I suppose -- you may directly explore fails in your models and improve in an optimal way.

This aspect also might be reproduced I believe simply through a large enough dataset. The learner could be given some capability to explore this dataset in a non-sequential way and look for informative results in it.

Interesting stuff.


But there is already so much content on the internet, that accelerated learning could still happen by way of proxied interactions visible in "old" content. Does your AI have to interact with people to learn how to interact? Or is watching interaction good enough?


In a nutshell I don't see how any kind of adaptive intelligence can bypass the reinforcement process of trial and error through interaction. Then again you could have simulated interaction, but that may be the equivalent of the machine dreaming :-)


You can learn to not touch a hotplate by watching someone burn their hand on it.




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