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it's no coincidence that #DeepLearning works. Cellular Automata is everywhere. So should #NeuralNetworks. Yes, there are simple functions within each cell, but they are nothing but simple classification -- black vs. white cell in Cellular Automata.
Here is a pictorial view of #cellularautomata vs. #DeepLearning . Turn pic on the left 90 degrees. Replace black dot with picture inputs. Replace rigid rules with #backpropagation. Same framework! (scientific breakthrough? Not even close. Just saying...)