wedrifid comments on Wikipedia: Moravec's Paradox - Less Wrong
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At first glance this seemed intuitive and obvious. But upon consideration it seems like the processing involved in unstructured learning would be far more computationally intensive than low level sensorimotor skills, even once you have worked out how to do it. Finding statistical relationships between large numbers of concepts and sensory inputs just doesn't scale well compared to doing a bunch of calculus to predict an control movement of the body. Much of our high level reasoning relies on this system - not just on shuffling things around in 7 slots of working memory.
There is something to the paradox but you have to be rather careful when describing the distinction. "high-level reasoning vs low-level sensorimotor skills" may not be the best way to look at the distinction. "Conscious vs unconscious" is somewhat closer. It is also worth noting that even among skills that haven't evolved over hundreds of thousands of years in animals - the ones we learn with 10 years of solid practice - it is the unconscious skills that use the most computational resources.
Really? Correlation is just multiplying and adding, which both scale well and parallelize trivially. Scaling the calculus required to control pendulums is far less pretty- going from 1 to 2 makes the problem chaotic, and I imagine 3 is even less pretty. This looks like a common problem to give students, so the double pendulum can't be that difficult. My feeling, though, is that the toughest solved sensorimotor problems are a lot 'easier' than the toughest solved machine learning problems.