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Kubrick's vision seemed to be that humans are doomed, whereas Clarke's is that humans are moving on to a better stage of evolution.
Marvin Minsky
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In general we are least aware of what our minds do best.
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If you just have a single problem to solve, then fine, go ahead and use a neural network. But if you want to do science and understand how to choose architectures, or how to go to a new problem, you have to understand what different architectures can and cannot do.
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By the way, it was his simulations that helped out in Jurassic Park - without them, there would have been only a few dinosaurs. Based on his techniques, Industrial Light and Magic could make whole herds of dinosaurs race across the screen.
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Around 1967 Dan Bobrow wrote a program to do algebra problems based on symbols rather than numbers.
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It would be as useless to perceive how things 'actually look' as it would be to watch the random dots on untuned television screens.
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