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My feeling from what I have generally read about machine learning approaches is that these adapt better to more complex problems with higher dimensionalities. Your intuition seems to align with the empirical results in these domains in the last few years. Expert System are in general not used for domains like Computer Vision, but there may be exceptions do ...

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