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I primarily want to know, if you have been given a quantity/feature and it's characteristics then how will you classify that feature? What's the intuitive criteria? From vision POV it becomes a bit easier but in general how will you understand them and put then in a right category or is it even a right question to ask in every domain of AI?

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  • $\begingroup$ Welcome to AI.SE! I'm not sure if I'm understanding correctly, but it seems that the title and body of this post might be asking different questions. Both are interesting, but if you could edit your question to focus on one issue, that would be great. Thanks! $\endgroup$ – Ben N Jun 27 '17 at 18:16
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As a first step, take a look at the introduction chapter from this great review by one of the fathers of deep-learning.

For example, from page 9:

low-level visual features (like edge detectors) and intermediate-level visual features (like object parts)

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